mirror of
https://github.com/wassname/attentive-neural-processes.git
synced 2026-06-27 18:03:39 +08:00
3295 lines
1.8 MiB
Plaintext
3295 lines
1.8 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# This notebook uses pytorch lightning & optuna & a Recurrent Attentive Neural Process for Sequential Data (RANPfSQ)\n",
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"\n",
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"This notebook trains an Attentional Neural Network on timeseries data from smartmeters.\n",
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"\n",
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"It uses pytorch lighting for the training loop. And Optuna for the hyperparameter optimisation.\n",
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"\n",
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"It also pushes results to the tensorboard hyperparameter dashboard for examination.\n",
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"\n",
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"- https://github.com/optuna/optuna/blob/master/examples/pytorch_lightning_simple.py\n",
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"\n",
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"- similar to https://arxiv.org/abs/1910.09323"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T11:09:58.775974Z",
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"start_time": "2020-02-15T11:09:43.765111Z"
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}
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},
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"source": [
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"Results on *Smartmeter* prediction\n",
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"\n",
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"|Model|val_loss|\n",
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"|--|--| \n",
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"|ANP-RNN|-1.27|\n",
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"|ANP-RNN_imp|-1.38|\n",
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"|ANP|-1.3|\n",
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"|ANP_impr|-1.2|\n",
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"|NP|-1.3|"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:07.980740Z",
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"start_time": "2020-02-15T07:47:05.580318Z"
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}
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},
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"outputs": [],
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"source": [
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"import sys, re, os, itertools, functools, collections\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import collections\n",
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"from pathlib import Path\n",
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"from tqdm.auto import tqdm\n",
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"\n",
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"import optuna\n",
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"import pytorch_lightning as pl\n",
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"from optuna.integration import PyTorchLightningPruningCallback\n",
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"\n",
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"\n",
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"import math\n",
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"%matplotlib inline\n",
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"%reload_ext autoreload\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:08.033410Z",
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"start_time": "2020-02-15T07:47:07.983641Z"
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}
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},
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"outputs": [],
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"source": [
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"import logging\n",
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"logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
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"logger = logging.getLogger(\"RANP.ipynb\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:08.084885Z",
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"start_time": "2020-02-15T07:47:08.036402Z"
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}
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},
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"outputs": [],
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"source": [
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"import torch\n",
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"from torch import nn\n",
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"import torch.nn.functional as F"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:08.196304Z",
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"start_time": "2020-02-15T07:47:08.087704Z"
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}
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},
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"outputs": [],
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"source": [
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"from src.models.model import LatentModel\n",
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"from src.data.smart_meter import collate_fns, SmartMeterDataSet, get_smartmeter_df\n",
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"from src.plot import plot_from_loader\n",
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"from src.models.lightning_anp import LatentModelPL\n",
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"from src.dict_logger import DictLogger"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:08.247423Z",
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"start_time": "2020-02-15T07:47:08.198756Z"
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}
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},
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"outputs": [],
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"source": [
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"# Params\n",
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"device='cuda'\n",
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"use_logy=False"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Load kaggle smart meter data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:17.060772Z",
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"start_time": "2020-02-15T07:47:08.249894Z"
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}
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},
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"outputs": [],
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"source": [
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"df_train, df_test = get_smartmeter_df()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T07:47:17.703484Z",
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"start_time": "2020-02-15T07:47:17.063181Z"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.legend.Legend at 0x7f6a8bb5fdd8>"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Show split\n",
|
|
"df_train['energy(kWh/hh)'].plot(label='train')\n",
|
|
"df_test['energy(kWh/hh)'].plot(label='test')\n",
|
|
"plt.title('energy(kWh/hh)')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Train helpers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-01-27T23:41:43.464247Z",
|
|
"start_time": "2020-01-27T23:41:43.410516Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:47:17.759610Z",
|
|
"start_time": "2020-02-15T07:47:17.707705Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"now run `tensorboard --logdir /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"PERCENT_TEST_EXAMPLES = 0.5\n",
|
|
"# EPOCHS = 5\n",
|
|
"DIR = Path(os.getcwd())\n",
|
|
"MODEL_DIR = DIR/ 'optuna_result'/ 'anp-rnn2'\n",
|
|
"name = 'anp-rnn2' # study name\n",
|
|
"MODEL_DIR.mkdir(parents=True, exist_ok=True)\n",
|
|
"print(f\"now run `tensorboard --logdir {MODEL_DIR}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T13:38:55.225017Z",
|
|
"start_time": "2020-02-15T13:38:55.140283Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def main(trial, train=True): \n",
|
|
" checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
|
|
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
|
|
"\n",
|
|
" # The default logger in PyTorch Lightning writes to event files to be consumed by\n",
|
|
" # TensorBoard. We create a simple logger instead that holds the log in memory so that the\n",
|
|
" # final accuracy can be obtained after optimization. When using the default logger, the\n",
|
|
" # final accuracy could be stored in an attribute of the `Trainer` instead.\n",
|
|
" logger = DictLogger(MODEL_DIR, name=\"anp-rnn\", version=trial.number)\n",
|
|
"\n",
|
|
" trainer = pl.Trainer(\n",
|
|
" logger=logger,\n",
|
|
" val_percent_check=PERCENT_TEST_EXAMPLES,\n",
|
|
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
|
|
" checkpoint_callback=checkpoint_callback,\n",
|
|
" max_epochs=trial.params['max_nb_epochs'],\n",
|
|
" gpus=-1 if torch.cuda.is_available() else None,\n",
|
|
" early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n",
|
|
" )\n",
|
|
" model = LatentModelPL(trial.params)\n",
|
|
" if train:\n",
|
|
" trainer.fit(model)\n",
|
|
" \n",
|
|
" return model, trainer\n",
|
|
"\n",
|
|
"\n",
|
|
"def add_sugg(trial):\n",
|
|
" \n",
|
|
" trial.suggest_loguniform(\"learning_rate\", 1e-5, 1e-2)\n",
|
|
"\n",
|
|
" trial.suggest_categorical(\"hidden_dim\", [8*2**i for i in range(6)])\n",
|
|
" trial.suggest_categorical(\"latent_dim\", [8*2**i for i in range(6)])\n",
|
|
" \n",
|
|
" trial.suggest_int(\"attention_layers\", 1, 4)\n",
|
|
" trial.suggest_categorical(\"n_latent_encoder_layers\", [1, 2, 4, 8])\n",
|
|
" trial.suggest_categorical(\"n_det_encoder_layers\", [1, 2, 4, 8])\n",
|
|
" trial.suggest_categorical(\"n_decoder_layers\", [1, 2, 4, 8])\n",
|
|
"\n",
|
|
" trial.suggest_categorical(\"dropout\", [0, 0.2, 0.5])\n",
|
|
" trial.suggest_categorical(\"attention_dropout\", [0, 0.2, 0.5])\n",
|
|
"\n",
|
|
" trial.suggest_categorical(\n",
|
|
" \"latent_enc_self_attn_type\", ['uniform', 'multihead', 'ptmultihead']\n",
|
|
" )\n",
|
|
" trial.suggest_categorical(\"det_enc_self_attn_type\", ['uniform', 'multihead', 'ptmultihead'])\n",
|
|
" trial.suggest_categorical(\"det_enc_cross_attn_type\", ['uniform', 'multihead', 'ptmultihead'])\n",
|
|
"\n",
|
|
" trial.suggest_categorical(\"batchnorm\", [False, True])\n",
|
|
" trial.suggest_categorical(\"use_self_attn\", [False, True])\n",
|
|
" trial.suggest_categorical(\"use_lvar\", [False, True])\n",
|
|
" trial.suggest_categorical(\"use_deterministic_path\", [False, True])\n",
|
|
" trial.suggest_categorical(\"use_rnn\", [True, False])\n",
|
|
"\n",
|
|
" # training specific (for this model)\n",
|
|
" trial.suggest_uniform(\"min_std\", 0.005, 0.005)\n",
|
|
" trial.suggest_int(\"grad_clip\", 40, 40)\n",
|
|
" trial.suggest_int(\"num_context\", 24 * 4, 24 * 4)\n",
|
|
" trial.suggest_int(\"num_extra_target\", 24*4, 24*4)\n",
|
|
" trial.suggest_int(\"max_nb_epochs\", 10, 10)\n",
|
|
" trial.suggest_int(\"num_workers\", 3, 3)\n",
|
|
" trial.suggest_int(\"batch_size\", 16, 16)\n",
|
|
" trial.suggest_int(\"num_heads\", 8, 8)\n",
|
|
"\n",
|
|
" trial.suggest_int(\"x_dim\", 17, 17)\n",
|
|
" trial.suggest_int(\"y_dim\", 1, 1)\n",
|
|
" trial.suggest_int(\"vis_i\", 670, 670)\n",
|
|
" \n",
|
|
" trial.suggest_categorical(\"context_in_target\", [True, True])\n",
|
|
" \n",
|
|
" return trial\n",
|
|
"\n",
|
|
"def objective(trial):\n",
|
|
" # see https://github.com/optuna/optuna/blob/cf6f02d/examples/pytorch_lightning_simple.py\n",
|
|
" \n",
|
|
" trial = add_sugg(trial)\n",
|
|
" \n",
|
|
" print('trial', trial.number, 'params', trial.params)\n",
|
|
" \n",
|
|
" \n",
|
|
" # PyTorch Lightning will try to restore model parameters from previous trials if checkpoint\n",
|
|
" # filenames match. Therefore, the filenames for each trial must be made unique.\n",
|
|
" model, trainer = main(trial)\n",
|
|
" \n",
|
|
" # also report to tensorboard & print\n",
|
|
" print('logger.metrics', model.logger.metrics[-1:])\n",
|
|
" model.logger.experiment.add_hparams(trial.params, model.logger.metrics[-1])\n",
|
|
" \n",
|
|
" return model.logger.metrics[-1]['val_loss']\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Default params"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:47:17.991425Z",
|
|
"start_time": "2020-02-15T07:47:17.937745Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"default_params = {\n",
|
|
" 'attention_dropout': 0,\n",
|
|
" 'attention_layers': 2,\n",
|
|
" 'batch_size': 16,\n",
|
|
" 'batchnorm': False,\n",
|
|
" 'det_enc_cross_attn_type': 'multihead',\n",
|
|
" 'det_enc_self_attn_type': 'uniform',\n",
|
|
" 'dropout': 0,\n",
|
|
" 'grad_clip': 40,\n",
|
|
" 'hidden_dim': 128,\n",
|
|
" 'latent_dim': 128,\n",
|
|
" 'latent_enc_self_attn_type': 'uniform',\n",
|
|
" 'learning_rate': 0.002,\n",
|
|
" 'max_nb_epochs': 10,\n",
|
|
" 'min_std': 0.005,\n",
|
|
" 'n_decoder_layers': 4,\n",
|
|
" 'n_det_encoder_layers': 4,\n",
|
|
" 'n_latent_encoder_layers': 2,\n",
|
|
" 'num_context': 24*4,\n",
|
|
" 'num_extra_target': 24*4,\n",
|
|
" 'num_heads': 8,\n",
|
|
" 'num_workers': 3,\n",
|
|
" 'use_deterministic_path': True,\n",
|
|
" 'use_lvar': True,\n",
|
|
" 'use_self_attn': True,\n",
|
|
" 'vis_i': '670',\n",
|
|
" 'x_dim': 17,\n",
|
|
" 'y_dim': 1,\n",
|
|
" 'use_rnn': False,\n",
|
|
" 'context_in_target': True\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:05:44.545917Z",
|
|
"start_time": "2020-02-15T07:05:44.487280Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Train ANP-RNN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T08:16:16.680812Z",
|
|
"start_time": "2020-02-15T07:47:17.993681Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"INFO:root:gpu available: True, used: True\n",
|
|
"INFO:root:VISIBLE GPUS: 0\n",
|
|
"INFO:root:\n",
|
|
" Name Type Params\n",
|
|
"0 model LatentModel 1 M\n",
|
|
"1 model._lstm LSTM 207 K\n",
|
|
"2 model._latent_encoder LatentEncoder 98 K\n",
|
|
"3 model._latent_encoder._input_layer Linear 16 K\n",
|
|
"4 model._latent_encoder._encoder ModuleList 32 K\n",
|
|
".. ... ... ...\n",
|
|
"121 model._decoder._decoder.3.linear Linear 147 K\n",
|
|
"122 model._decoder._decoder.3.act ReLU 0 \n",
|
|
"123 model._decoder._decoder.3.dropout Dropout2d 0 \n",
|
|
"124 model._decoder._mean Linear 385 \n",
|
|
"125 model._decoder._std Linear 385 \n",
|
|
"\n",
|
|
"[126 rows x 3 columns]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 0, {'val_loss': '1.5693567991256714', 'val/kl': '0.5020207762718201', 'val/mse': '0.2388661950826645', 'val/std': '1.0383363962173462'}\n",
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"\r"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "ad474d979aa04263bfabb8d045ecb0e8",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
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"output_type": "display_data"
|
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 2194, {'val_loss': '0.5343308448791504', 'val/kl': '0.0009442351292818785', 'val/mse': '0.007357416208833456', 'val/std': '0.07601924240589142'}\n"
|
|
]
|
|
},
|
|
{
|
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"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 4389, {'val_loss': '-1.1690877676010132', 'val/kl': '0.00022915728914085776', 'val/mse': '0.005337832495570183', 'val/std': '0.049246110022068024'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 432x288 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
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},
|
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"output_type": "display_data"
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},
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
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"text": [
|
|
"step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n"
|
|
]
|
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},
|
|
{
|
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"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
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},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 8779, {'val_loss': '-0.9049668312072754', 'val/kl': '0.000260441389400512', 'val/mse': '0.005967526696622372', 'val/std': '0.054492030292749405'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
|
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"metadata": {
|
|
"needs_background": "light"
|
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},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 10974, {'val_loss': '-1.0017932653427124', 'val/kl': '0.0001905120152514428', 'val/mse': '0.004810153506696224', 'val/std': '0.0477420799434185'}\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
|
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"version_major": 2,
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"version_minor": 0
|
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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"metadata": {},
|
|
"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 13169, {'val_loss': '-0.9930673241615295', 'val/kl': '0.0002287834940943867', 'val/mse': '0.004163599573075771', 'val/std': '0.037404779344797134'}\n",
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"Epoch 5: reducing learning rate of group 0 to 2.0000e-04.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:Epoch 00006: early stopping\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:\n",
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" Name Type Params\n",
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"0 model LatentModel 1 M\n",
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"1 model._lstm LSTM 207 K\n",
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"2 model._latent_encoder LatentEncoder 98 K\n",
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"3 model._latent_encoder._input_layer Linear 16 K\n",
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"4 model._latent_encoder._encoder ModuleList 32 K\n",
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".. ... ... ...\n",
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"121 model._decoder._decoder.3.linear Linear 147 K\n",
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"122 model._decoder._decoder.3.act ReLU 0 \n",
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"123 model._decoder._decoder.3.dropout Dropout2d 0 \n",
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"124 model._decoder._mean Linear 385 \n",
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"125 model._decoder._std Linear 385 \n",
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"\n",
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"[126 rows x 3 columns]\n",
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"INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn/version_2/chk/_ckpt_epoch_2.ckpt\n"
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},
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"data": {
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
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},
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"metadata": {},
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"output_type": "display_data"
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{
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"data": {
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"image/png": 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a79hhrA4sqcDCwYbDYbiOljRw2Dawe7fRrr0QAUC/fv2oqKhg2rRpzJ49O2DbgQMHsmjRIlasWEGPHj344Ycf+PTTT6kK4E/rcPgnAiFg8GA47LByACIj0ygvF2zduoN33sli+fLlB/z/WhshUECt/UNP6HV1anVVWakGRkqK0UYHl5SXK5ez6mrVPiZGEUEI2o8s/IlhXnzoNAi+4HSqsRob2z6IoLa2tt4Ye9hhh3H55Zdz9NFHN+lYm81G3759WbhwIaeccgqxWtnvA06nYShOTDRcRs0YPFgVLu7Y8QgARow4jdmz53LCCSOa8Y8ODiwiaAWYJQK9Suja1dPzQhNBWZnSver2mggsWDiY0JO6w6EWJ4FQWamIIFT12xpSSoYOHUrfvn3Jyspi8ODB/O9//wt4zLvvvsuIESM4/PDD67edoxMFBYDDYdQo7trV2B4bawTm6e1aDdy1a3/Gjetfrx0IJVhE0AowB5PpVYLZiwA8iUCL2lqVZBGBhYMNPeYCSQMaFRXKIBrqEsHatWvZunUrVVVVdGnCbCul5KqrrqKiooKcnBx69+7d6DHqOPXMFxWp73rCDw/3JILYWBcREWHU1hq1oEOVTC0bQSvAl0TgjwjMqy9tXLaIwMLBhp7UA9kHNPTEFupEMHToUPLz81m5ciVhYWpqKykpYfv27T5TO1RXV3PmmWcyduxYDxL4/PPPueKKK3j99dd9/o6ezPfvV+9aBRwTo4rXa2RknIfTqUKPy8vV/PDpp4t58cUXKW9MDDvIsCSCVoA/1ZAZmgjMKzAtEYT6A2bhzwe9+NBqC1AqoJgYlUrZjMpKYxUsZcNgs1BBeHg4PXr08NjWu3fvelfSeP0QuhEbG8sHH3zQ4Dzbtm3j9ddfJzo6mssvv7zBfn0dvIkgOlplERBC7c/L24nLtRtIoaxMXfP//OcOtm79g5NOOokhQ4a0yv9uDVgSQStADwy73b9qSAeXlJc3VA35ykpqwUJbwuHwdHnetg2uuQayshq2dbmMQMj2Nk7T0tLo06cPFRUVTT5m7NixzJ07l+nTp/vcrw3oelFnlgiEMFLKLF78C8OGqVpcpaVqfvjLXy7g6quvDmiIDgYsiaAVYA4m86caioxUK4aaGiVqx8V5qoTsdqVjtGChraFdR80xU999pya4ZcvgwguN6FgNs8FYT3Shhvfff5/PP/+ciy66iHHjxgGwTif88oGKigqioqKI8PpDhx9+uIfx2BsOh1rwSamiiuPj1fOtJanISDUfKAklnN9/NxaAN9+cSUqKp7tpKMCSCFoBOu+I3a7ExbAwfHoGmA3G4BnE095WWhbaL5Yt+4rzzz+eP/7YXL/t11/Ve20t+KqmqBfUoTxOv/32W+bMmcN6neSrEdx7771ER0fz/PPPN+t3nE4j62hionrezRO72U6QkKDetfRgtytvI3OgXijAIoJWgJYICgoU6ycl+V7dexuM7XbDvmBFF1s4WLj44vP49dcfmT1b5X/cs8dzYvrqKyW1mu1ZWjUUql4vAFOmTOH555/ntNNOa1L7srIypJQNPIxqa2tZsGAB8+bN83mcw2HkYdKHmoWKyEhYt+5n/v73SeTmfgvA55/Dxx9DebmDgoK9FBQUNu/PtTEsImgFOJ2weHEW//53HyCM4uI+rFjRUNnqy2Cs1UMWEVg4WFi06Buef/59pk59GDCkgWOOUSrLbdsgIwNuuslY+WrpNZSJ4Pjjj+e6665j+PDh9dsee+wxhg0bxptvvtmg/f/93/9RU1PDxIkTPbbX1tZy/vnnc/XVV/v8HbvdUAH7I4Ls7G0sWfIedvsHJCaqxHNvvgmZmYsYNao7zz77QEg985ZWuhXw4YdZPPxwBrW1ys/Obs/m5ZczABgzJp0uXZTPsTYYmz01amtVVHGIFi6y8CfE4MFHkZZ2FOvWKZXPL7+o7aNGKdvWkiVqwlcLHEUK7YEIfKGoqIh169axa9cun/sjzXocNzp27MjEiRNJSEjA5XLVu6KCp/QPSvoHTyIIC4Nzzjmezp3nUVvbjagoeO45+OEHsNt7kZiYRHh4BC5XQw+tYMEiggOElPDoozPqSUCjrq6Kd96ZwZgx6XTvrmwHvmIJ9AMWSquDUIfT6Tuk30LToKXQigoHJSXVbNyoVigjRsAJJ8DRR6vFycyZ8O23MGmSKsMY6kXsFy9ejM1m49RTTyXGnQ70+uuvZ8qUKU0OFgMQQjB//nyf+7SBXRNBcrKazL3HY58+vUlNvYTNm5XE1bOn2p6UdCxr1qiDnc7QcRAJET5qv1Dl6nJ87isqyiE8XHkWaO8C8JQIzC6kFpqG8nKrhm5LYbfbefbZR0hPH8e0aYnMnfs+djscdphKmxwRAUOGqEIrxxyjJv+lS9WxtbWhTQTTp0/nr3/9K8W6uAKQmprKiBEjSExM9Gi7fft2jj/+eG666aZm/YYed7rGQLdu/r2owsIMw7E2GmsCgdC6liHCR+0XTiekpKSSl5fdYF+XLqnExyvf4ri4wERgSQRNR1WVWtUmJxseWyHmlh2yyM/fw8MP313/fedOFYB15JEN2557LqxeDV9+qaSCurrQmry8ceaZZ7J3794Gk74vbN++nR9//JFoP36cTqeTkpIS4uLiPNpoiUAHk/kjgm+++Ybc3FwOO2wMQqSFPBG0qUQghDhLCLFJCLFVCHG3j/2pQoivhBC/CCF+E0L8tS370xZwOuH22zOJivKciSIiorjkksz6yb8xicAigqbB6VTXrKpKrVYLC/0XXLfgCxFcddVtTJlyG88+uwuX6ywAjjqqYcsBA5Rdq6xM2bjq6tQ4DVXp9fXXX2fp0qUeE3dubi733nsvTz31lEfb4447jhUrVvDQQw/5PNfEiRNJSkris88+q9+mKxDW1RmpObp3900EL7zwApdeeilr1nxHZKRSrQEUFbm48MLRnHXW8JAigjaTCIQQNmA2MA7IBVYJIRZKKc314P6FKmr/ghBiMKq+cZ+26lNbwOmEiRPT2bYNnntuBpADSEaNuogxY9LrqxR17GgYi/Pzs7jqqhlUVeWQnJzKPfdkMmlSerD+QruCznsjpfLcsNs9/bYtBEZSUnf+9a8nyM6Gn35SRBofD337NmwrBKSlwbp1qszqCHf2ZJer/dho9u/fzwMPPMDQoUO59dZb67d37NiRE0880e9xXbp0oXPnzh6F5mtq1LirrTWIoEcP30QwZswYhBAcdtgA7HaDCIqLBbt3/0xdXS3l5VV07hwaomxbSgSjgK1Syu1SyjpgHnCeVxsJ6AQgnYD8NuxPm0AH2AwYkA7sJC7ufyQlpfLdd29x0019WLpUuZFGRangE8iiqCiDqqpsQFJQkM0992TwwQc+YvstNIB59a+NnnZ76K5SQw16FVpdbbiNxsZ+z333HY/D0TD7YZ8+6n3nztD2HLLb7VRVVTVILterVy9mzZrFbbfd1qzzzZ07l+LiYi6++OL6beZ65HV1Sh2ZmOibCG644QbefvttRo48lvBwZX8RAsrKBG+8sZwvvthIREToFCFpSyLoCZh9tnLd28yYBVwqhMhFSQM3+jqRECJDCLFaCLG6wKxkCwHoUpPKeJRFVdU1FBYqqUBP8gsWqEle5cOaAXh6GFVXV/HIIzMObsfbKXypgbTIbqFxZGfvIjt7G2VlNfVEUFX1Nlu3/kh+/h8N2qel6eMMQ2koEsH3339PXFxcg2CyxMRE7rvvPqZOnVq/TUrJ1KlTefXVVz1W/Gb4qnWsFx65ueq9SxdlEP7++28YP348mZmZDY7RBmObzVANl5SMQspBQOiIVcH2GpoCvCal7AX8FXhDCNGgT1LKOVLKkVLKkcnJyQe9k4HgdKoBonKTz0BKz5mqurqKxx9Xk7wSD317GPnzPLJgQEr/K3+LCJqGxx77D6ee2p+lS19j5061LT39PO67bzndu/dv0F5LBNnZoS0RVFVVERUVRUetfw2A1atX89prr3HXXXc1qbi9hiYCHWSXnKzcP0tKSvj4449ZacrNkZ+fT2VlJWFhst5FVKuHCgqguDi0rmNbeg3lAWbn3V7ubWZcBZwFIKVcKYSIBpKAfW3Yr1aF02kYLRub5CMiICwsFZeroYdRSkpqG/byz4FAD05trWGDseAfcXHxpKSkERXVvz754UknnYEQSn3pvUDWOnA9eUFoTWAaZ599NjU1NTh8JEPas2cPq1at4ogjjqB///4MHjyYV199lZqaGp8BZQDLly9nxowZHHfccTz++OOAoQbW6TiSk2HLlt857rjjmD9/PgMGDACUxJGWlobD4aCwsIbISKUCSkhQhLpmzSp+/PF9wsPP5/zzj2/lK9EytKVEsAoYIIToK4SIBCYDC73a5ACnAwghjgCigdDS/TQCTQRKIvA9metJPiICTj89k7AwTwNRVFQst9+eaXkONYJA18eSCJqGGTMe5+OPd5KYeAYAvXoZ9QV69WpYO9tmg1T3sN6xI/SDysJ9RGg9+OCDTJgwgffffx+AuLg4pk6dynXXXef3PNXV1axYsYK1a9cCauzp/62JIC6umNNPP5Lzzz+f8ePH19cXqKmpITk5mcTERGJioujRA4YNM6KQN23axqJFj7J69Y8hY9tqMyKQUjqAG4ClwEaUd9B6IcT9QogJ7mb/AK4WQqwF3gaulL5KCYUwPFVDmYSHe07yMTFqkgdFBNOmpTN+/M1ER6cCgtjYNG66aQ4TJ6ZbRNAIAiXo066NFgLD6VTeL7pudkoKuFwuPv/8RZ555ga6dGl4Eb3tBO3tOo8ZM4bTTjuNXr16NfmYUaNG8fXXX9dnJtXSgPZWA7DZ8ujSJYnDDjvMg4BiYmLIz8+nqKio3rsqLk65mgIkJh7LJZc8yLBho0OGVNs0oExKuQRlBDZvm2n6vAHw78MV4tAFaYz6pemcfz4sXz6DfftySElJ5fbbM5k4UbmGRkSoh27hwodQHPg4w4fnc8IJqrJF+6LAgw/90BQUqCIg8fHqAa2qUp9LSrRnlgVf0DEANTWGwbNXLwgLC2PBgv+wf38+l112MzDA4zhNBNpzKFQmLzMeffRRvvjiC2677TbOOussj32TJk1i0qRJANxyyy0kJydz7bXXBqxrnJCQwCmnnFL/XdsHKiuNqOITThjKc8/lIEQZ77//Pps3b+bqq6/GbMc0u9nqqoVRUYcxceI/Ofzw0CFVK7L4AKAfCLsdCgudgI1Fi2byzTc7G5SqBEUEe/duw2aLwOlUS7LCQie1teoBDZVBEarQ16esTK3Khg1Tq1TtkVFeruwEoVo4JdjIy9vDyJEj6NVrKHV1ywCjutbkyf8gMVHQpUsnbDY1tisr1cSv2+zbF7pE8Ouvv9bXGvaH4uJiZs+ejcvl8ptZ1B+0RFBZaUQV9+wJsbFRdOiQzGOPPcZPP/3EKaec4kEE5qRyuliVtrWEUjH7YHsNtWvom1hWBtXVNqCampqdREXBtddeyJFHJjJv3iv17SMioEePAbz5Zh0XXniNe6sK8dfBKhb8QxNBebmSArZsUdJBZaXaLqXxkFloiNzc3RQV7aOkpKBeNaS1JddccxtXXXUrSUld6d8fDj9cuzsbeXKKi0Nr8jLjvvvu49NPP2Xs2LF+25SXl/PKK6+QmZlJV18rNS8888wz/Otf/8Jut9dLBOXlWvqHbt3s9Sv+KVOmcOedd9K1a1eWLVvGyJEjuffeewkLM2wwWjVUXOxky5YfWLPm+5C5lhYRHAC8jUcJCU5uueVdoqNhzZrvKS0t5p//vJoxY/qwYEEWCxdmceONfZgyJYwvv7wSyKK0VAllNTWWRNAYXC51nbRhWK/MdHF18Cy/aMETgwcPZ+XKPKZPn09ZmaqqpX3hfXlcJSWpSUyr24qLQzfx3OGHH85f/vIXUrT44oU77riDtLQ0CgoKuPvuBtlufOKBBx4gMzOToqIiD48hRQolXHbZEYSFqYF3yy238MgjjzBgwAByc3NZs2YNO93+uZosdNeKilzMnHkCjzwyPWSupaUaOgB4u5OlpHTguOMu5JNPsigt3V/fLi8vmzvvnAoI7HY1ixUXZwMZFBaClOn16iEL/uF0euZp0tDF1WNj1WeHI3TS+4YWbG2Ok+4AACAASURBVHTunFI/blNS1ESv/Nslv//+M3/88RsXXXQlQggiIhRRSKlsMtXVni6k7SXNBCii6NSpE9XNSEz197/fQk2Ni6ioKCoq1H/WklR4+D53XYGGcQjnnnsuP/74I/HuCDKtHtISVkVFOMnJM+nVa49FBH8G6JuojUeJicr97vHHZ9RP+Bp2e8PwfahCyhmUl6fjcFgSQSBkZWVx990zyMvLoUuXVC65JJMxY4z8TBUVRgZSVTg8SB0NYTgcnh5DOke+Vv1cfvmZlJTs58QTzyAlRYUAde2qxndCgiIC7TETavmGnnjiCaKjo5k+fTpR3j6wwBVXXMG0adM8isw0hhtvnEF5uRpXpaWe9oEhQwby/vsr6if52tpasrOzcTgcDB48mFGjRtWfx+w5lJgI+/cLCgr+TffuoZNO3XpcDgCaCPQq6bff3uKll75qZpRwDsXF6sGyiMA3srKyyMjIoMqdca6w0LMCHCgi0GpfnQfGgidee+1lvv/+F3bvngl0rycClQdH8Je/XEB1dSV1dcbs1LGjWtEmJKiIWk0ETmfoGOWdTid33XUXTqfTrxE4ogWd1cKDXuhVVBj2geRkiIwMr9f/r1ixgjPOOIOTTz6Zb775xuM8ZsK85x74+mtV+W3XLsMdN9iVyiwiOABoItA1iEtL1/Pjjwv91ifwjVT271erNUs15BszZsyoJwENcwU4MAzGat/B7F37wbJln/DJJ/NJS7sXUKqhDh2M7K0PP/xyg2OEMJKrgZFPP5QWLXV1dcycOZN9+/b5jRRuLhwO2LevkF27dpCU1I19+3azbt1e8vLGAh3p1s1zgu/duzf9+vWjZ8+evP3222zbto0LL7yQI444wqPdoEHKe+jjj6G0VFJXJ6muDiMurlW63WJYRHAA0HEEWm/ds2d3Ro+ezOjRo7jnngyqq6sCHh8WFovLlcn+/ZZEEAg5Of4rwK1dq2rBTp1qrKwsIvCNK6+8kX79xjJvngpxTUkx8t8EQkyMoT4qKjISLYYKYmJimDlzZuMNm4Hqapg79xmee+4BbrllFtnZ25g//w169/4ZOIovv8xEiH+i/W0GDhzItm3bAJgwYQKLFi1i2LBhDYggIkKpLW22UhyOTnz22XdMnjzGIoL2DB1VXFGhvl900Y1cdpkysAHce+/1VFT4sG4CYWE2jjpqDmvWpNcnoLIkAt9ITU0lO7uhhCVEGE88kYXdns7gwdCvn3KH1PaWYIvboYbjjhtLdPRYnn9erfS7dm1IBHV1dWzfvolBg4bVbzNLBNqFNJSIoLUhpZIw09IOY+jQo0lISKJDh3jmz3+DXbu0W9pOIiJ8D7ApU6bUkwCoGJeYGKVi0gJLREQJDkcnsrOrQ6KwkvWotBA6StNuN4rRm8XsiRPT+f33Up599s0G+snIyFimTHmEyEjlxL1/f+itskIJmZmZxPpQ+rtcTuz2DOB6Xn21DyefHMaJJypXXUsq8IReaOTkqPeuXdXq1HxZpZQcf3wKZ589nMJCI++jNnKCGquhls5j7dq1/P7779S0gu+wy6XsIDU1cNFFV7Jo0Rouv/zvXHbZrdx116eAIsj//Ocun8bympoaJk+eTGZmJgMHDqzfHhGhHEn0VNCvn/Il7dt3XH3VvWDCIoIWwhxVrCWCdeveYdOmVR7t/va3dC644IL6dLc9eqRx9dVzKCrKZeXKRwGld7WIwD/S09M54ojBflIGVwEvUlOTjZSS/HxVAyIryyr0Y0ZZWSULFmTx3XeqQGCPHiqOwCw1dewoGDBgCH36DOCuu6YxceJx/PLLjx6qoVCUCO666y6GDx/uUVaypdi3z3csSk0NJCefDnQgIQGOPrp/AyLIyMggNjaWMWPG+Dy3zWYsFBMTI+p/DywiaLfQD0JdnUEEH330Dx55xLMS0pNPzmLJEpVuKSUllVtuUW6PPXsOIDJSBSDs2WMZiwOhoqKCNWtWN6g+ZcBze3V1FbNmWYV+zNi+fSe33nopH3/8CaCIwFvI6tABPvxwGV99tZmoqBjWrv2JvLydRER4pkcINSJITU1l4MCBHH744Qd0nrIy3yTgdDrZvbuQ3Fyb+/eMYjNmnHHGGSQlJXHBBRf4PL+ZCLRKThNBsOMJLCJoIfSNq601VENRUXX06WMU9/jooywefPB+ysvL3avVHO67L4MVK7K46qrr+b//+5mwMGWAsyKLfSMrK4tBgwY1+7i8vJx6by4LYLNF8te/TiY+Xq1WvYlA1yNISFBmwxtu+Bfvv/8dJ510Zn17IZSHXKiN1Tlz5rBp0ya/RKATQ/rbV1mpXroOsUZh4T5OOKEX/fuHc9ZZycyZ8yygkvBFRTW0QU2aNIm9e/dy440+Cy0SHm6ohlwuFczx1Vcr3d+b8EfbEBYRtBBm11GnUzH9hx/u47HH5gJK7H7yyRkNVrE1NcrtsWtX9SAmJ6vBmJ9vSQTe0PEDeXne9YzM8F1hKiUllZKS4IvcoYJ+/Qbw8MNvExd3HKA8hmJijP3R0Wqij4lRK9fBg0dwzDGj6dRJ6YTi41W8gZRKgg32xOUNc70Ab9jtvkucgspZVVCgXt7/KTY2nj171NiLi+uEEMMBRQTK86fh+YQQfl1YzRJBVJRaPebnK8/CkJcIhBBhQoijhBDnCCFOE0I0nq3pEIC+cTrApEMHz6IeXbvCrl3+3R71oNCJqHbvDv5gCDX4ih9QsCGEICkpjXHjrsVm813oR0pDbXeoQ3u46TKL3hKBJgUhVI6hpCTP8RwTYxiMQ4kIamtrcblcOBz+o3Ttdv85qLQ07wvV1dG8+WY2GzZU8sYbJcTGqrTU/d1Cf3Mjq202RSBRUdC3rzIWJyYeCwT/2fdLBEKIw4QQc4CtwMOo+sLXA18IIX4QQkz1VV/4UIF+EDQRdOxosH1YmHql6tJOXujRI5XNm9dz7rlhrF2rxM3du43cRRYU/MUPgIu33nLx7LM7mTbtec45Zw6QBgg6dOjCLbfMqa8B4ZNHDkEUFRWza1c1FRVq9Z+YqN41zJ9jYqCkJJdXXnmUt99WQWZRUQYR7N0bOkTw7LPP0qFDBx566CG/0p/D4VsiqKsLnKSwuBhstlTs9liKi6GgQBAeDn37qv3NJQI9Lxx1FJx2mspDVFMTHxKJ/AJN5A8AbwKHSSn/IqW8VEp5kZRyODAB6ARcdjA6GYrwTi+Rl/cdJ58cxjPP/Ls+z40vt8eYmFjuuCOThIQuKCPnJkCtsnymIzqE4Y9IO3VS2x0O9eSnpHQEdgKV9O17Kscfb+QgCrRSPJRw++3XMXHiaYAhDWgnLLPKQiM/P5+ZM+/irbdeBNR+c/H1UCGCvLw8qquriY3tGFAi0BKRGYGkAZfLeLa3bVPpIEDFqcTGqmvWjLr39fDORFpaql7Bvp5+iUBKOUVKudxX6Ugp5T4p5dNSyv8FOrkQ4iwhxCYhxFYhRIPcr0KIp4QQv7pfm4UQJb7OE4rQftmGgakAkISF2eoNQunp6cyZM4e0tDSEEPTuncaDD6rVapcuXXnrrc3cfPPDgCICy4XUE77jB2IZMeJM0tPDue469TRt3boI+AaIoa7u7gbGTEsqAIfDSViY8mvv1s23WsiMvn378o9//IMrrlA5nSIiDBdSHQkfCnjqqacoKSnhoosu9ysRaAIwSwUOR2C1YVmZeh6XLZvDBRcI/v1vZQDWhuKWJjXURNCpE9hsTqqrYcuW4qBLBE36O0KI0UAfc3sp5euNHGMDZgPjgFxglRBiobs8pT7Hrab2NwJHNafzwYQOAtGD6cQTz+auuzbTq1c3j0GSnp5OerpaodbWGimrw8LC6N9/QL37mOVC2hD6us2YMYOcnBykTCUiIpPRo5NYvvxlqqtL6dYNxow5g+3b32L79pPYsmUku3bB0KHKbgOKCDp0UPdKT2aHGl544T3uu8/F3LlKxWOe/H0l6EtOTubxxx+nslJJADabZ3SxXrSEQvS2Si+t1Dy+UpCbicCdGZr9+wM/a1rlu2WL8uqRUhWm9+c62lTovilpYi+Qwtq1eYwenRDU69kUY/EbwOPAGOBY92tkE849CtgqpdwupawD5gHnBWg/BVXAvl3A5VJEoMXLhIQoBg4cQMeO8X5XC96DJyJCGeVsNjUwKytDZ6UVKkhPT2fnzp0sX+4CdpKYmM6oUafw1FPLeOutclJT4bzzLiEz8yXGjQvD5YJ58zxXf9pIeihLBi4XFBaqxz0hwZj8taeQP5hJQqdOKSkJvVgCbV/zVg+ZpezqarXgqqz0PxZqa2HzZiO53qmnTuOii/5N167nA4oIWkMiAEhIcLl/M4GKiuBez6b8nZHAYF8qokbQE9hl+p4LHOeroRAiDegLfNnM3wgavCWC+HjjJvvLeOtNBFdeeQK7du0iIWELhYUxZGcrQ1KopPcNFUhp5NCPj4fExGiys3dz662D2L07hx49Upkw4d8MHTqYzz8/lk2blN7VVDoWKQ9daUunQ9HplBMSjMk/Jsa/rjs7O5vc3FwSE4cSE9OpPs13KBFBeno6DoeDGTPmEB/fibo6PBK4edsFamr8G4irq2HDBs9jBg06iYEDT2LRIvU9NVVds9YggoEDe1FYCGFhPamuVnNKsOpoNEUQWQd0b+N+TAbel1L61JQJITKEEKuFEKsLNFUHEVqfZyaCxYvv4ZRT+rNjxxa/N1MIz4du06a17N+fR1yckkN37GhfBuNAgTqthRdeeIGwMME111wFKO+s5cuzuOeeDPLzjbQSL788naeeGgUUUVkJmzY1fOAPVSLYvj2bc88dyfr1yjEhIcFwDQ1Ut+GKK65gzJgxbNiwBsCDCEKlkNKCBQt499136wvOVFd7xo5oSSHQvS8rU6qgjRt9P3/79ilJISFBvVpDNQRKGwBq0RLsWtB++UcIsQjl1tIR2CCE+AmoF7yklBMaOXce0Nv0vZd7my9MBv7u70RSyjnAHICRI0cG/XE25xnSqqH9+39j//5t2O21AVndZjMGZ0bGnWzZUkpFRUeys5VbXnsiAqdTPSBtmUJ3l9tdw+HoBCgieOGFGQ1SfDud6qKGha3H5TqZXbuUp8eAAW3Xt/aC/Pw9rFu3hvBwdaO6dzcWJGa3UW+MGDGC2tpaoqPVgNYSVlmZUVAl2Hj33XcpKCgjNlb9t7o6pQaMilLEZbervtbUKAOtNwoKlFeQP+Tnb+L++/8LzCYtzSDO1pAIEhMdQDi7d5fjcHQMTSJA2QUOBKuAAUKIvigCmAz8zbuREGIQkACsPMDfO2jwlWfo9NPPpkuX7vTu7dvlUcNMBLfeOotffoHX3Wb38vL2FUvgcrUuEWRlZdUbhlNTU8nMzOT+++/nwguv4ckno3nrLaUa2rPHX3yBYNy4k1m6VGXZLCpSbnq6f4eqRDBo0FDefPNHpk5VRXO162JYWOAJ7ZlnngGoNxjHxhpG91DxHDrnnHMoK1P9q601JJ3aWmUPsNmUlFBY2JAInE7DLdQXNm6EjRvLKS1VolBqqkGcrUEE5eVrgOP4/vvfsNtPDE0bgZTyG3/7mgIppUMIcQOwFLABr0op1wsh7gdWSykXuptOBua1wAYRNPhSDU2b9ndGjw5seIOGImVkpLHKqKhofxKBWf1SXNxyrxzvcpTZ2dlkZCjXxZNPNuICunTBbwW4pKRUdOiBjkUrLLSIIDo6jt69R2G3q4lMqySaWsxL26x0LEFFhVKXhAIRgJFCorra0y5kt6tXVZWR6t38/O3e7T8FSUUFPPQQ2O0jiY/vR1mZIgIdf9FS1ZD5uPPP78sHH0Bl5ZHU1ARXNdQUr6ELhBBbhBClQogyIUS5EMJ3tRUvSCmXSCkHSikPk1JmurfNNJEAUspZUsoGMQahDDMRaNWQdq1rbKVgHggLFmTx/PPXUlCwFmifEoHOTe9wKF1nWZNGRkP4SidRVVXFFVdcwQcfZNUXDU9OhttvzyQmxlO5HR0dyyWXZDYgAh0UBIcuETidRmqJhARjVdtUIggPlwjhGVRWWBh8IigsLOSll17ik08+pqbG/9irqlJ91WMI1AImUAqr7783FmVlZerh1obilpIAGAWBVCrrrnTrJnE649i4McSJAHgUmCCl7CSljJdSdpRSxrd1x0IZ+obpVYgQkpdeup4nnri3WUQwZ85jLFnyEtu2fQ6oVYiU7YcMfGVgLS5uWf/9pZNwOp3cdttlrF79X0A9RBMnpvPgg3Po2VMF6vXsmcZDD83h00+fZObMeMBFfr7qRyAvkUMFS5Ys4o03VH0Gs8dQY0SwfPlyunXrxrnnjq/PnKnVK6EQXbxt2zauvfZaHn/8340SARixOgDbtwdeGHz9tXrXz2t4uJGo70A9e2JjjZQ0w4YpY80vv4Q+EeyVUm5s8560I2h3PJ3mOCbGwYIFL/D88w82iwiOOWY0PXr0oUcP5ZSl1UyhrB4yT/Jm/2zdd3MN5+bAXzoJdU7J/v2qiI9O0jdxYjqTJk1j+PCjycvL5u67p+NyVSFlOdHRez1WwYe6VLB48YcsWfIpoFb0TSWC2NhY9u3bR35+PpGRnhJBUVHwiSAhIYGrr76aM86YQG0t9S8zpDRiSiorYe1aRQKBxmh2tvLgi4uD6dPVtr591f8/kBgCM7R9ZrhKaMrq1XWhaSMQQujqCquFEO8AC/D0GvqwjfsWsqipUSoRTQQdOzrp3LkPHTrENZMITuSLL5bw3XeXA/9i9+5MID2kJYK6OuNB0AO3vNxzgq2oUBNGc6IkMzMzPWwE3nC51Kzeo4ex7ZVXnqS8vNS938nTT79BXl4tr7ySxM8/K/VQaqoiAn2clC3LEdOeMW7ceWzYEMVvvyn7gL4vjcWrDB8+nLy8PJKTk6msVGPXXMQ+2EQwcOBAXnhhDrt2wfr1altpqeHmCupZNY9Nu90oBuMNlwt++w0WLFDfR4+GU05RBvKePQ0CPRDVkBk2Gxx+eBkQx5YtsG+fg5SU4AQSBHpUz3W/4lH1AM80bRvf9l0LTTgcajA5HEYYerdu0Xz++Q6WLl3XZCL46CPlC79nTzbKSzebvXszWLAgK6QlAnPftCjrvcp2uZqf/jk9PZ3+Or+vTyiJQdfaTU6G008/nSOPPJI5c15h4cKf2b59Ew88kM7PP0cC4cyeLbjxxj588olRwzgUJIKD3Yczz5xInz5nA8YkGRHROCFGRkaSkpJCREREPWno6OJQ8RrSiyat/vNe6VdWBj7e5VJG4+XL4e674ZFHVAxKdDSceaa6RiNHqoWEJoLWCvoKD4eePeOJiPgdiGTJEj8MdRAQ6C99DiyVUhYdrM60B2gx026Hn37KAmbw2285jBuXyp13ZnLzzekBj9dE8PjjDX3hpazi8cdnMGVK4HMEE2YiCDQRlJWplWddnWFIbwx79uwBIDw8HIdJLIqOjqWmJpPwcLU6i45WYvv8+R/Ut/nvfxWxGtdUsVRhYTZz5mQQHQ3XXx/861pdra6LOdd/W0LbnHQcpi452VRDsYae/DSRhAIRlJaWUlhYRU1NAna7soAXFqqx16kT9OmjrveaNWrcHn+85/EVFfDgg0oNpJGYCOPGwcknNxy3BxpD4A2d9fXYYwfy/fdQU5MStHxDgX6yN/CeEOJbIcQsIcRxwnf18EMKWnOxaFEWK1ZkAGpFn5+fzS23XEpSUlLAwumaCPLyfBtH8/NzQko15L169SUR+ILDYTyU5mMC/bfFixdz3333ce+9DxAfr3QQYWE2jjzyXCCdTp3UCs2XSuOxxxoSq0ZdXRWvvTaDnJzgSwQ6irQpaI2J1umEVatWsHu3ujbaxtJUIvj0008ZP348L700GzDcM4uLg08Es2fPpn//FJ5++n6P7XV1ivjWrVNBmk8/Dc88A3/8YbRxOOCppxQJdOgARx4J06apthMn+l686CSGrZUCxmbT0q1imKKi4DmKBEpD/YiU8jTgr8BaYBrwsxDiLSHE5UKIbgerk6ECKQ0RdPbsGTidDSeeoqIiMjIy/JKBEGpABSpaE2wiME+W3qmxzakFmjoRaPHc7G7rC8ceeyyzZs3i+uvvYtiwY9y/4eSHHzYDhseKfhAdDgcXXHABkZGR5OY2jCswo6goh5KS4BKBLoQS6P6a+9cadRQqK2uZNOkkdu5U0pYmgqZOZoWFhXz88cd8/fUywDPNRLBTJ0dERJCc3JW4uC5kZcFrr3lev+pqRQb6es+da/R57lyVV6hzZxUvcNddShIIdF3i4tTz25oSQUSEkRG1sDAEiUBDSlkupZwvpbxGSnkUqmBNMhAwDfWfEWbD0759/qJblf/7jBkz/O7v3FkZR7194SGWa6/NDHqCNO9cLeYJ31wbtrlEUFYW2JVT/+faWrjooisZPnwkkZFRJCWp7OTaY0U/rE888QTz58/H3oQldpcuqfXeXsGCrl0R6GE3X/vWqLdcVlbF0UePQYiegGE0b6pEcPrppzNv3jyeeOIJwsLUStlmU/c0EKkfDNxxxx2sW7eXs876B4sXUx9RbsbWrcbnnBz48ENYuRK+/FKNozvuMALsAiEurvFI7OYiPFydNz//WwDWrdsRNHJtkjZKCNFTCDFaCHEykASsklL+pW27FnrQaqEFC7JorEqn/zKLagCkp6fz5JOGL3xYWBowh9GjlR47mKst80rU6fQ0CutEc1I2nQh0zdjKSt85arKysujcuTNhYYLOnbvw3ntZTJyYzkcfrWLTphr+9rf/AwxPpPBwdcz999/v49caIixMBZvp/xAMVFQY48cfEXhX0WoNiSA+PoH//vdbpIwiJoZ69VpTJ7QePXpwySWX0LdvX2w2ZZ/RklkolKx0ODxzBf3wg+d+ve9YVRqYDz+E/6qQFC69FPr1a9rv6Oj01swMbLOpeAK7XUmzRUWuoEkEjQ4HIcQjwCXABrQFTrm5LG/DfoUkqqsVCdxzTwYuV+CZOpBfvMbkyemcdVY6BQVw8cXKf1mvGoP5gJlXok6nYbzSfWpJJbXCQmMSrqlRhje7Hd55J4trrjHcRktL97uNvup3n3lmBrt35wCpVFRkEhFhFKvx5Wpqs9lwerBoGvHxmYwZkx60a2q3e0a1BiIC8z6d6vlAjIcOhwqkAkWkOh6gJdDGzU6d1P/RaSaCWZzG4fA09v7wA0yaZHhEaYng4ovhhBNUXq+SEjj6aKUKagw2m7ovrW0f0Oe22eCUU05m+XKIiOgdukQATAQOl1Ie0pVf6+rUoPPl7eON2NhYMjMzGz2nzQYnnNCL4uIiUlKKgNj64KdQkQgcjoZE4HAYq1dz/vfcXGVM9OURYx7gNTXKFW/fPrj77oYTenV1FQ8/fDNVVeX1dYkhm59/zuCjj+Daa9P9Slwul4sdOyR9+4YBNqKitlFSYqOoSHnMBEMi8C44pCvRebteeBOBvs4HSgTab75TJzWRNXcy27BhA++99x7dug3g5JP/Vn+/g21zufLKqfzyy3q6dv0IUDqvPXuUCigtTfWvsFCNx549oXdvFcD1+++q7kdjri9JSWrFrg3K0PpEAHD00WrRWFERGbo2AmA7cMiXStFzVX6+f5WPEIK0tDTmzJlTX2YxEGw2KCoqoLa2Bp2+SRNBMCUCc9ERs2rI/O5yqXa6v1Iqf+wNGxpXadTUGN4z/q5nWVmRiQQUHI4qHnxQ2V78SVw9e6rtN900h3/9aylDhqin/bffCJqNwJcJw9cDryd+MPp6oBPDK6/M5rbbVHhsQoJ/r6tAWL9+PbNmzeLppzOx2Vz1k2KwPYfWrVvHb7+tYu9eJeJ07Ki2v/YavPce/Pij+t6vn0GmcXHKjbQp7rspKWrxYI7Gbk0bQViYevV2J+v39rA7mPBLBEKIZ4UQ/0UFk/0qhHhJCPFf/Tp4XQwNaCJISfE3AaXhdLrYuXNnk0gAFBE88MCLPPXUm3TtqvzVgi0ReE/6vryENBE4HIYqq7zcqE+Qmxv4N8xR2f6upz/k5iri8FXYPjY2lgcfVJLYhRdOZ8iQ0xgxQg3xtWtDkwi81XB6u34/0HGwb98+amrUEl5HBTdXNXTeeecxZcoU/ve/94iKCqsngpKS4BLB3LlvM2/eSsrKlBfBueeq7X/8oWwBr72mvgeMU/QDcznPAQMM6aG1qwfabFBVtZPIyBp3OdHWPX9TEUgiWA2sARYC/wG+d3/Xr3YLcz3bpkCXpQSV+TI62nMCioqK5c47M5udusBmg0mTpjJxYjoJCerpDLZEYCYA/d3bS0hv02m4vXXghYWNe7zoCdlfJtEOHbr4PE7Xe0hPT2fOnDmkpaV5SGKXXZZOWJjhYTRihHpfty545OodR/HCC0/QuXMUEyZMYNs2I17TTATehNwSOJ1w000zmTjxIcCICm7uZBYZGclbb73FkCGDAcPdMdhEkJbWn0GDjmfvXqVjOfVUFR08daqKBtY47LDA59HjJTlZvXr1UqolDa3CCQtrvfQS5nNv376JurqdQPBiCQIJOqXA91LK4MU9txFKS9VE5atikS+YJ7WJE9OpqKjm3ntvB8qIiUnln//M5OKLmx+1ah5U+uHSIfLBlgjME5JZItAkoFVDoCYE78Ruu3d7Pkz+MHGium633nopAN269eS66x6hoABefjmDujrDfhAdbaz4QZGBL+krIgK+++4DnnzyEbp3H0T37q+zZ49KHXCwr6u2B2gUFMDKlV9TV1fHokWLmDJlLUcccRpgeGP5kgy8UVnZeEEgfWxlpSLapKQD84O32VQCwLCwYiCRsrLgEoFOLFhTo3T4HTsaxD9unHIT3bJFGYZ9ISJCqWWSk5uWf6otaonbbNC7d1+6dFF2rH37glO7ONDPXQrMFkJUoaSB71DEsO6g9KyNoKtq1dYqhq+s9Kzh6gveD+O5507j88/TWb48hsmTlUjakpWCEPDuu6/w4Ydv4nTeC5xOWVnzXDNbG+aVqHliAtWnkSJdBAAAIABJREFUqir1QJhdHXfvbmgX2LvX0HkPHBj4NydMmML9999MbW0ty5dvJycnsl5EfuONGZSV5RAensojj2Q2Se0WGQkbN65l69ZV7NmzndNOg4ULYdWqg39dvdVCe/fC7be/TG3tRcTHd6Jjx844HOrB12o4fd0C1YQuLlaunIHGXV7eXs4++zRcrmVAd5KTW+4xBBAWJhk//mg2bDgGeIXS0uCNU5fLxcyZ/2TnzmHApR7JCEE9W6NHq1dkpEo+mJ1t3I/oaBgypHmTe1tMzuHh0K/fQIYMUfmO9HNzsFKQ1PfD3w4p5UUAQog+wGj36xohRCoqjuCvB6ODrQ1zUJhOGmcucecL3g+zyxVGebmyHukAm5aKjF98sYgff/yG5ORxwOlUVan+BCoq3pYwSwTeagqXSxFnx46eROArYajLZeS3qa42jG2+vGXCwsL4+WdDOaoDlcaMSSc3N52PPoIJE+Cii5r2HyIiYOzYc1i9eiU9epzIUUcpIvjpp4MvdpvHjg6oS07uzocfrvCQrDQRVFQY176iwndN4dpatb+62vBm8YX//e9VtmzZQExMOdCdrl0PbDILD1e1H3bscFBdTf2iJRioqKjgueceJSLiBuDS+ohpX+jUSUlDnTsr+1VREQwa1BIV2QF12Sf0vKHVdgUFwVENNSWyeCfwM/AL8CuwD2ikIKOCEOIsIcQmIcRWIYTPKmRCiElCiA1CiPVCiLea3vWWwZd9oDEvF28iMOvEExLUgGopEZx99gSOPfYkhg1T+teqKtXHUFANedsGNBGAUpc11cNBXyu7XUkPvmC3w88/Kz/w8nKYPRu++QY2q+wSDB3a9GscGQnZ2VvJydnC/Pn388wzfYiLU1XOfv65aedoLZivkfbnr6319Myy2430JXqSdzgMA7w39D3wNZalVL/z00/buOSSq5k58zmkVKGz3bsfGBGEhcHDD7/Cgw+qAL/y8uBJBDabjTvvfJCBA5WEmJLimzTBULuGh6tEdEcd5b9tILTkmMYQFaWKL0VGKq+LkCMCIcQ9QohFQogfgH8CkcBzwHAp5djGTiyEsAGzgbOBwcAUIcRgrzYD3Oc+UUo5BLilxf+kiWgJEXjfmK+/XkxOjlruJiSoAdZSX+/LLruKd99dzrnnng8YRBAKqiGt39beNlo1BEY92KZA2w/27jWkBDNcLhfZ2YYtZu1aWLECXn5Z6XiheUTw3nsq6C8vLxspJYWF2VRXZwBZLFrUtHO0FvQ1qq1VhPj113OZM+dONm78jcrKCrZu3YjdbnhcaSJwOptGBOYVuZTq+tbUwPjxYxgyJJkxYybicCh3oW7dDrzMYnJyEklJ6iTBJILY2Diuu+6fxMaqlKJpaSpWwBe8bYEteVbDwtpGIoiKgsrKUt5551+AklaCsQgMdEkuB1KAT4Es4C0p5S9SyqZ2cxSwVUq5XUpZB8wDzvNqczUwW0pZDNDWhmldR8Ab5tWvN3z5cm/Zsg4plbtnfPyBEYF+MPWqpbqaoBayNhsp9eSkddfaU0hP2E0lgooKdZ59+9T/M6uSnE547bW5jBsnuPpqJR9v2mTsczhUfpykpKZPYvfe2zDoz+WqAmbw7bdNO0drwWxHAVi58h0++ugx1q37haFDOzJ+/NHU1rrqr62+9w6Huk6aJEC9FxQ0tNns3w+7dikdeFWVMugmJHShU6cEXK6uOBxKNRcff+BeL+biNMEkAj1OtZSVlqbGiLeKNyamdSbwqKi2K2jUqVMsCQmK0YPlNRQo++ggYBzKjfRUYL4Q4ichxMtCiKlNOHdPYJfpe657mxkDgYFCiO+EED8IIc5qVu+biUDFUvy5O3p7fQAMGHAuYCMiorpeXGzpA2a317B48busXDkPgIKCLCZP7kPfvmGkpfUJmNK6LaD11lIak76ejLQ+u7lEACrniz5Oq4q2blUG3K1blbFGui+0Vgfph3rgwOap3/znecppdsGcA4EmT3N076mnTiM9/TFGjTqbnj3T6N27H4WFxfVEoKUCs1OD3peX17DQSkGB0tWbFw5CCJYuXcevv+6noEApwnVUcWsQwdtvq9VrWZkjaESwd28RK1d+z759qgNpaWqiTk1V/1VLAU31DPQHPfm3hVpIIyEhmmeeUWm+gxWkF1BjKKXcDywWQnwKHAOcDFyDSkk9t5V+fwCKaHoBy4UQw6SUJeZGQogMIAOalsPHDLtdPQBSBiaC2lrDoOl9vBnKw2MIAElJMfUGp5ZKBOXl+7nxxktQf99JSUkGKoYPcnKyycjIAGhykNqBwulU1yk+3rMGrDmWorZWPRhmgty2TaX27dNHFfXw9hQyV47S6Xa1Z9D48bdz2mkZ1NSUUVenQvqFUD7hixbBWWc1bxJLTU0lO9tXWurUVsno2VTolZ25rOPQoZOorVWun99+u4OcHEF8vCcJmK+1JuOW+uzv3aveO3dW17Q1iMDlKgYc2O3hrZIYryVYvnw56elTgRKiooz02F26GIbXxqqTNYaOHdW427+/bYkgOtooGBQsIghkI5gghHhYCPEtykD8ONAF+AcQwEZfjzxUcRuNXu5tZuQCC6WUdinlDmAzihg8IKWcI6UcKaUcmawrYzQR+/apybyqKrC6xd+A9hbTioqMaNr4eEPsbCkR9OzZnejoGLf3xww0CWg0ltK6NaElAT1p61VpXZ36bJ6cvAly6VJFBsuWwaxZRg1ZX6ipMUR6UF5DHTp0Jikple3b1TXv1Ut5dtxxhyKX8PCmT2K+UnxHRMQCmQeVCDRR6gWIywX/+Q/ceacalzU1on6i1nWw9bXW47GuTk1ELVUXaJuMVue0BhHceOM9xMUJj/MfbERHd6B/fxVKnJTk28suLq7xWAtQBBkT43lttAosPl6doy3sAxqRkUbBn9LS4HhiBZq+rgQKgDuB7lLKk6SUd0spP5JSNuX2rwIGCCH6CiEigcmoKGUzFqCkAYQQSShV0fbm/QX/0PWFCwoaz51eU9Ow3ik0nPCKimDVqu8AcDrz69UXLSWCyMgwNm6sYtash1HVzhoiUErr1oQmSvO10h4uDoenRGC3K530Lrfyb+NG9T5smBrI777re0CvWJHFjTf2YcqUMG68sQ8rVniqvrRayFui8H5QA0FHHesU3z16pHHppXOA9INKBHplp20iv/9ew65dRsEUnb1TSwI7dqhcTdpWAAYxNAcLF77N6acP4rnnMusn6sREI7fNgcBmgx49etKpk7oZwUqJcNJJ45g+/Q1AEUFTVuxmHX9EhLI99eihFh3duiljc2KimvyTkoxrpQPx2hK33z4ecNanKz/YZBDIRnCBlPIJoLPb2FsPIcS1jZ1YSukAbgCWAhuBd6WU64UQ9wshJribLQWKhBAbgK+AO1qzRrJ5VRWoIIrqr1p57dnjOfl754cvK4NfflHZrAoLV9evFFq60nr77SyOOiqJ22+/1G+b5qrDWgpNBBUVxkCsq4MlS7IYOrQPI0aoyfvTT7Oorlar25kzYedONSHExcEttyjf9s2bVaI3M1asyOLllzMoLFTlPQsLs3n55Qweeugs/v733mRl3VlPBIcfbhxns6kVX3Ou8aWXprNmzU42b65jwYIfOPnk9Pr/c7CgJSxNBF98YQzCLVvgyy+X8Y9/HMFdd12FlJCZCQ88oMi1tlYd609SDbSwyc3dyfbtmygrK623xzTH2B4I+hw6fsGcWuRgwuEwclo1xRsqIUFFEXftqhYV3bsrG1RUlGcKifh4RQZmNfHBKNC7e3c2oFh1794QIgIT7hVCnKa/CCHupKH3j09IKZdIKQdKKQ+TUma6t82UUi50f5ZSytuklIOllMOklPNa8if8oSX6y5oaFbZeWKgGuXni0IO+QwflBdu1aweiolq+ysrKyiIjI4OSEv/c19SU1q0BcwoJfe0++yyLxx7LIDfXcMV8+ukM5s3LorJSXa+5bmvRoEFqwh42LAvow8MPh5Ge3ofnn1er/nfemeGRMgJUPeENG75i//7RfPbZLaxxZ7EySwQdOqiHsbnX+fXXn2XAgAjGjTui3mh4sFVDOoCxpgZ++y2+ft/27SCljfz8P9ixYzO1tcoYLKUi0T/+gGuvxae7q92uPKv8Gesvv/wGPvtsPZMn31if3O//2Tvv8Kiq9I9/zsykF0oCgSQkAekgTaQIKCp20SAowiC6KrHrqugi+YlrwV2VFZG1BfsSAV0VxFWkWGkiIqgonYQeSAgQSJ2Z8/vjzc1MkpkkkJn07/PMM+3OnTN37j3vedv3601DcPx4NseO/QGIh1w7RH6a/cWB5rJdxWVhCPKYTHJ+VreM1hf4z38+IS5OCLIOHKj5PEFVLq1rgGeVUsOUUtOBgVTRENQ2KvMCPMFILJflUjHq4Tt0kOKmwYMvwt//zA2BJ3EVV1SV0tobcM0DGMdu7txkCgpKj7GgIJf33nPmLYxVfLdusur/+eckJMylcTjS+eGHJH74IZXMTPchLputCJPpPxQWRmOxiICIkfwDSdqdyYUbF9e2eP+2UoagpiYu1wa8deugsNBUEsLYtw86dDiX55//jSeeWMSePc5zLS0NVq+W82/VqvL73b9fVsSeVuOhoWF06tSdFi3aleSzvGkIzGYLhw9vBCA7W9e4IdAa7rlnHIsXS6Q5Nrbi7Svqvq4r6Ny5E23bSpz54ME66BForTMRY/AK0lcwpmyoqC5Ca1kxLVyYytChCXToYGLo0AQWLjyzckybzZlDMO6bNSvtWp4uKov9R0a2qjEjAM6SURBDUFSEx8k7O7v86927u1/1Qy4ffJBMWJj7EJefXxwOhz9Dhoh3cf/9pZN8Z1r/PmrUNWzblsPmzTmEhzsNdk3Vabs24BkT+tVXy/2+fRAQEEJMTE8slpakpTk/t3evU3vXSCYbyM52vpblwZE0QnwFBU6671atvGMILBYxND17SuXcsWO6xlevorq2H5tNSm3atROP0V2ewPAC6jpMJmfC+ODBOuQRKKVylFInlCim7EASudcDxmt1GgUF8OmnpTtM9+9PZ+rUpDMyBsdcClozM6U9OTjYXi2PoKLYf0BAME8/PfPMdnyGcPUIjGqhyEj3YwwJkdeN+GlwsNRyezIcx47toaBgOlD6qjSbgykqmk5oKEyc6KRAaNnS6RWEhJzZJObv709kpCwHQ0Od3DI1VfJoeAQ5OZIcNpk0I0aIsEturrBj3nKLcOeXNQRG2OPIEfkf7HapxNq61blaPHHC+X8Zk39mJkye/BhTpiSzb192STI3NtY7hsAI0fXr17t4DKZaMQTvvPMtYWHCNZ2QIP9t69ZSgePKsBocXDMx/urik08WsHv3EqB2tKArShaHaa3DXW6BWutQ4/WaHOTpIjdXVk7uZCVFBvH0yzGNlRXArl1S3bN589xqVWK4E1cBMJsjmDw5hVGjas4bgPKhoYICGDt2OiZT6RlEqWA6dJC8xZAhMsH07y/HwZPhkBp+K5CCUVWsVAR2ewowjvbt3+Tkya0lW4eHSxWHERY600nMWCUGBjonh5oyBFpLhdD69XJsW7XaxV13WQgMlPPnnXcMr3Urmzc711YHDsjNGGtGhhgHdwnibdvg55+lMW/dOmnS++qrV1mw4FkOHFCcOCGTY0yM9+LiZrOzE742GEhFB8NMTo4Zs1mMnJ+fnH9t2khTWWys5A7C6/RM5cSKFV+xefMngFST1ZnQUDHrqEcoQSXRuZqHQWVQUOBZBvHw4T2lVviVQeuyfPviw0VFySxzpheYUeYYFydljhER8cBcIiMzGT685sXWy4aGCgshNNTK1Ve/W7yFQsTgUwgIECN1zjkwezbcdptsMXbsdPz9yxo3qeEHaN7cCuwBjqN1JhaLFbN5Ir/9NokdO34s+URoqITd2reX52d6jAcN6k2vXs1Yu/bbGvcIDK9q3Tp5HhW1qZj+QU4mo7/g+PE27NjhTGjt31960t+ypXTfhSsMYSAwqpQ0VusMrr/+KU6ckMSIUSHjLRplaSo7VDzWozV+nhYUSOkyOCt8XPt5DA8gIMC39f/exPXX30Bi4hWAeHV1xiMAXlBKfayUmqiU6qGUaq2UilNKXaSUehrRJ+hWQ+OsMlwrKTzJIEZExJWKvVZmfXNzS1MyKxWBUjBq1FigerXZVquV9PQ00tIczJ+fhslkJSPDzsiRrXj22alnvuMzgKvYjBFf/te/YOnSCQiH4O9AGidPWkvq0yMipDTPuOCGDrUyaVIKkZFi3CIj42nXTmr4W7WCBx80vi2c1q0hORk6ddpDZGQ80dFyOoWGOo+p4TCdqSHYtWsXOTkn2Lr195Kej5qqHMrPl4n6t99kcrrnnuuYO7eIwYN7ltmyGXv2OBXZylYDVdSc5w69el3Cddc9zsGDMiO2besdegkDZjNs27YCgD17jtT4pPXnn1t56qlpgMTVTSbfiMbUJK666nImTBDiydqoxKooNHQ98DjQBUkU/wAsAm4HtgIXaa2X1cQgTweuiUB3MogBAcGMHTud7GxZdf3xR+XNZq6t6jk58ieFhjprjavbpAOyWgsKMuLiZvLz27Jjx9bKPuZVuIaGHA5pcLLZZEJ7660thIbKRG23O5OZERHl97NmzXy6dj2fbt2Gk519gL17bwIS6NUrlaVLJ9C69Yt07vwidnsCTz5pIjNzD2PHTqdjx3MBpwi5K850Envuued4+ul/MWLENSWGoKY8AptNmFTtdkmkC0GhhbPOci7NI4Uhmpwc+YHuQhlV6d5NT9/E779/zTPPXMRjj/Xl2LGMEi/CqKrxliGwWKBrV2OR1bJGJy2HA3bu3MEff0gSxdAhqO+GAJz/09GjNe8RVMY19AfCe1Bv4GoIDBnEv//9Po4fzyY8vDk33fRvhg6V142VVk5OxbFEV44iw2h4g17CFX5+coHFxEgY4MILn+P++z3w6voIBo3x11+L/qtrAvO+++7h1KmvSm3rqg1sQCkbGzZ87mbvUkaqtaaoKJWsLD/sdln6Go1lIB6FO0Nwphf63XffTW6uhAtr2hAUFjqZVHv1kvtmzYQPPyJCkuvt2sGiRfKexSKNdD/9JM9NpmM4HM3LGQK7XfbbsaPzHFy8+AVWrZIiiLi4Xuze/TMHD4p2VGzsmfVheILZDBdfPIx//xtMplY1OmkVFMDZZ/dn8OCzWLNGvJ3qyG/WFRw8eJC0tC2YTMPJyVHk51efMO904KVTo+6grFt95ZVWunfvC0BsbLcSI+CKRYsqLjF19QiOHZOz/uDBlZhMYnW8V5/t5FSPiLiCbt161ehqy24XJa+5c2HZMidjJkBBQfkoYIsWpSeX2Fjo3j2XoUOvxGwuf2UWFuZiNluwWAJKjIDrewsWJOPnV94jMJurt+IzEsbGPmoqNGSzSfIWZNJ+/fVb+cc/Eikq2sPs2fDwwxAV5XRHIyMl0Wlg0CCxsq6GICtLuo+ffhreeMP5eqtW8cTEdOfhhxfSqlUCZrOlhPo6Pt67DVRms8TmQRZJNWkIpJItCru9KyA5JIulflQGVYRFixZx440X4ecn+SOjaqymUM/taHmUrREfPrwz2dn76dKlF+ecc0O57Q3aA6P23SgxBfEoXCkCAA4fPgmE43AcICREDp83Vlpms5zQ0dEUj8PZ6VtTq53CQmdScs+e0mGf5s2vKMcrY7y/cmUqCxYkk5mZjtlsxl4Bu19BwUmPxi0raw/9+pW/qKuj3/r555/z5ptvkpDQC3//p4rHcOb7Ox3k5EhSUyno0AFefXUZWVn7mDLlJQoL5XWlfgWGABLmaOdC09irlzSWHTkit88+E8Eeo9lv7VoYP17+h7FjpzN2rCTk+/e/Fq3hxRdlu4QE7xsC47/PydHY7TU3Cxu8TAa9RKdODSMsFBcXx3nnXcC2bQUlv69fv5r7/gblERgTp4GsrBwOHtxOfn4uTzyxgiuvLC2AtnJlKq+9dnO5Bqi8vFxmzJCIWFkCqPx8SQx06dKl2oRzrjCZSnsEv/yyi2eeeaRGV1v5+c4mpQMHSnsEubkGKazzAEdElOUPokIjIJ+J81hiGh0dV2IEXC/u6hqCRYsW8d//vlcSRqkpQ/Dbb3JOxsWJV/LYYx/w2msfExfnJO/t3DkKk0lczuhoZ5UUwOrVNwNw5Ijmqadg+XL5j/r1gz59ZN8rVrj/7uxs+Z2hofI/edsQBAU5gBxsNsWRI6chTFFNFBbCJ5/8l0OHHCilG4whuPLKK1m8+Fs6dZJu+Jr2CCqdwpRSnyilrlJK1XmjUdYbyM01cd11jzNo0FiE3NQJYwJzONxPXEbpaVlO81On5Kzr2bN3yUrdGxeZySQrfyP5lZ8fyeLFc2s8/upqCFwrq/LzEwBo3dqZMGnZ0lMnsXv4+QXSvv05DBp0Q7kS06CgYCZPdnIqhYQ4QzrVMQQXXXQRvXr14tJLr6pRQ6C1GAKQVSvABRcM4/LLryMkJLDkN511Vkc6dZI26tDQDPLyfij2Dnfw66/vA0cpLFRkZkro7fnnhZr72mKSlxUrYO3abP78swC7XfoW/vxTKMHB+xVDYCjymTCZhONi9+6aUftxOOQaf+21uTgcJlq0KCyVq6vvcO0uNvpIagpVCTq8CvwFeFkp9RHwjta6ZstZqghXQ7BwYSr/+Ecyhw/vISKiHe+8cx8REe245ppHgconMKP0tKyYjcHv0qxZadbC6sIwBCEhYDI5cDjCGTJkVI17BNIvkUpRUXKxuIsZsONwxAPT6d3byvLlMtFFRHjuJC6LkJAW9OhxIevWfUJoaEsmTUphwYJksrL20KZNHI8+Or0kuQ9iBPz8ZNKujiG44YYbuOGGGzhxAkZJdV6N5AgcDmcxQseOcu+a/AsNlXF06CDcSjt2aD777Do+/HA1Dz54GIcjj1df9aeoKA2QgLzV6gwddekinsaePTBrlogNBAQUYrf7Y7M5w2u+MARG4rljxzi2bYPc3Bbe23kFMPJ/7duPZ98+iIlRXu2PqG2YzU6BGk99I75CVbiGlmutrUA/IA1YrpRarZT6i1KqTjllxomycKFQSxw+LMRnWVl7WLr038yb9zfy82Xyr2gCc12dunoEp07BmjVibbZvfwHwbiWGkfRq1kx2evvtr9aYIdDaILtKRcTgDG0Ew2NKB5I4eTK1JD4cGVlRJ7HA3z+AFi3aMH7883TrNpywsAhiYrozdKiVW299lRYt2hAQ4F/KCCglk39wsJTUVicRmJqaSkJCAs2bm1i9OgFIrRGPwNUQdOoENlsm778/kyVLpHs0OFiOX1gYXHml5o03jtOpkxzrZs22MWjQ2fz881HOPVcKHbp2hd69nftXCm66SQxCcPAvwHYKCvyx28VAG+HMtm1lxexttk2zGZo3lz/GNYToSxjXd9u2kutr394fi6VhGIJNmzYRHR3G558/CdRBQwCglIpAhGpuB34BZiGGoU71ERgegTtqCQClTOTkSAmGpwnMZDJz110pDB9u5c8/SxuCFSugsNACLGfjxucA711gRkekwYkOkiCsKUPgcBgC6+VV0pzIZd26++jSRcbZpQvce6+7TmJBUFAwzz33FitWHMTfP4gvvvgXJ08e5ejRvaxcmUpQUDhHjx4kLW077durkootgy9GKWd1ypnAoPlOTxeuqfx8MWbffON7Heh9+8R7DAmRcF9Ozk6eeeYhXn31WUA8AoM++emnL+T221tw993/x86ddnr1GkJAAISFhXDxxYqYGLjpJhsFBaXjlD17ihrcW2/15f3343jpJQevvQYvvwzjxsFZZ8G553rfIwDDEMjjmjQEeXlOMSRDp7iuUUqfCfz9/Tl58iR2uyzAypIN+hpVyRF8ijSTBQMjtdbXaK0XaK3vA+oUwathCDxRS4CmVat4wD0Vgr9/MBdfnMT77yfTt6+JiROdClpFRfDll7JdTMz/GDhQaCS9tRoxPAuLBcLCZPb/5psfatQjkFVIxaEeuz0bqzWTV16RapSJE63ce28KFos4h6biHxITE8+zz6aQmGjl228lH3PkiEzIR46k89ZbSWzdWnpCNiq2Fi92vl6d4+ue5juXDz/0fWuMMTlGRMh/Gx0dwS233M+VV14PiLE3uqbbto2lW7fzCQ72x2QycexYGp9//hxff/0/Lr4YZsyA1auncP/9CWRkuBfw8/MLICrKVMK7f801UmYaEyNhNm9PliaTCDMBrFq1ybs794CiIjh06ATp6eLSdejQMLwBgM6dO5OZeZzZs1OAmpcArcphfFlr/Y27N7TW/b08nmqhqEgmtKioOA4dKi/7GBHh9AKMfgIjTh0S0pK8vJMsX/46utivdm10MpmsHDsmcdl//nNmCTOmNw2B0RgTGJgLhPKf/8zhpZeGeecLKoHDYRiCODxJZoKwhToc+UREOMM2t99uZfbsWwF49dX/ctllo0p9ZsaMqeXyMfn5uXz00Zxy+8/Ly+WZZ5JJSqo+4Z4nmu+jR30v/WlQlRvd5z17dqR371mYzRKqyctzbnvxxSN5771/c8455wGwd+9G3n57CuvW9SMs7DVsNn8GDhzD2rUf8s479zBlypdVHofxH/nCEIiUORw6dIbCH6eJoiIhZztwQLSKzzqrYXgDAGazmRYtwkuKRSpjO/A2qhIaaqGUuq7M7WKlVOvKP1pzMCoKcnJg9Gj3q/0bbniGvLx8Vq2S7YYOtTJ7dhoffOBg4sSXsNsLSoyAAaPRacMGeX7BBaU7Gb25IjG40yMiZPYwm2Ox2WrGJXA4DHd0Okp5ys4q7PZc/v73oaxcmVpS1RMUBNOmvcRttz1Ev36DS33CZrN59NA8lZru2+edidoTzbfJZCI11bfhIVdDEBrqnLCCg8snv0ePHsusWT+Qk3OMSZNG8sYbD3PTTQ8zcuQ41qz5H7/9towePS6mdesOjB79RKnPLlkym6lTz+G7795zOw7DEPlI4434AAAgAElEQVQiNHTeebIObNmydyVbVx+GvsihQ8FAIIGBx4iMbDgeAcj1b+Tfyhap+BpVOYy3AYMRTWEQsfmfgfZKqae01v/x9EGl1OVIPsEMvKm1/meZ928BXgCMqtl/a63fPJ0fYMBIAObllV/tR0TEERISwauv3kRkpI3MzFu44AK49NL1/O9/LxIX14sLL7zd474zM/eUNPFERv7Gjz9uY9CgXsTHd/K6IQgMhObN5apNTHzWezuvBFobhsDK4MFHWL36RWAvSpnR2o4wj5b2lGJj4cYb5VhPmHBXyb7MZmc/x+efL/D4nZ6az7yl0Tx9+nSSkpLKhYccDjtJSeLp+Ur4x6AtN2QSjxzJID8/l+7dowgMLKvJIF3aQUEhLF/+OUFBIUyd+gIBAdCmTSeOHAmnWbPWPPfct7RsKRNiVpbc79mzid27N5TLHxgIDi7NyOktSNWQrAVPngxEa9929xYVyWIlNPQqADp3bk5ISMMyBBMnTiQjIwez+RMKCoRmwp3Yji9QFY/AD+imtR6ttR4NdEdmhIHA3zx9SAld5SvAFcWfGaeU6u5m0wVa6z7FtzMyAlDaEIDI6d1+++u8/34+s2enYbH4AyYyM28FEli7NpVffvmK1avn8fnnLxAeHklkZLzbfTdrFsfJkxAWlsrs2efy0ktjmDixFwsXpnp1pWV4BEaZYXZ2zSaLjbj2lVf+lSFD9uDnp3njDRvBwfEYRsBAYWEus2eXjrUrJXXQRi00UNKYVxZKKW68MakcKaA3NZoNmm+zmz8pNzeX5GTf5QpcPYJmzWDOnBmcf34H5syZTUCAc9I07lu0gNatW/DBBwuZP39V8TaKfv3O5R//uIx//WskPXpoYmIkN9Ozp3x2/PgXeOqpNfTvn+h2HEFBvgmfiPaEPD52zPfnaVGRNHca3E2dO8u10pAMwSeffMLSpQsJDpZrzZX63teoiiGI1Vq75rAPA+201keBiloKBwA7tNa7iqUt5+NDreOyhuDNN+/gn/8cwzvvvM8PP6Syd+8mwIFMaOkUFCSxZ88poqO70qWLxOH79r0SWfk64e8fTKdO04FUTp1KwmaTLyoszGfq1CQ++sh7IQazWU5ug2unJi4wAw4H7N8vovP/938mtmxJYMKEVOLiIDfXfajmwIF0Fi5MZffu7SQlJTJz5t9KGsEMnVhPYSGtNc888yrPPptCTIxQVsfHx3tdo9lqteLwcBArkwqtDowYb1CQ/J8hIaG0axdP27ZtUMrZBGVURRlUyomJ1xIc7E96+k4KCwv588/1gCYkxILJpPj++6U89dRf+eOPH2nbFkJDW9Cp0yBatox2O47gYN8YArMZAgJkpjp40DNtiLdgVAxt2SLPzz6bBlM6auDdd9/l7bc/ITRU5iBPmtS+QFUMwbdKqc+VUjcrpW5GqKi/VUqFABXJu8QAe12e7yt+rSxGK6V+VUr9VynVzs37KKWSlFLrlVLrj3hIpxuGID9fuobz808Cp/j662d4880HKCzMK/OJXH777QMef/xPxo9fyMqVqXz99VuUXflecMHNZGVZgWQcjvJUFI8/7r1Vpckk8WOjLG/DhnUsXOg5tOJNvP9+KgUFTtH5rKx0UlNFdL55c8+hmqlTk5gzZwbLli0iJWV2yestWkjppCdNiJgY8b4SE638+WcaDoeDtLQ0n4RqPIWavBWCcgcjNNS8uUYpeOCBJ/jzzzRuvlloIwICnEbCmKj9/cUY/O1vt3HhhZ3YunUdl1xyDfPmHebJJ4U46Ntvv+Cdd2axatVyoqMrnggNHV9feQSBgeL25OUF+FwHuqhIKmnS0uxAEVFRUj3VkAzBmDFjGDlyFGFhYghORzyruqiKIbgHeAfoU3x7H7hHa31Ka31hNb9/MZCgte6F9CS4zXhprVO01v211v1bucYdimHED4V7pSx1RDqFhe5VvvPy9jB5MkyZAvPmJWO3l285/emnxezeDZ7KKr25qjRiua1L0vCt2V9DpCPJyQ9Qtn+gsDCXt95K5p57pmM2u+8VyMvLZdmyhXTr1pthw84ved1slhDRP/5RXhPCtWHPZCotVO8LuJME9WYIyh2Mi3j58lmsXy/K9a5JYskFUep1Pz/YvHkTGzasAaBDB2k06NGjBQkJHQC49NJRPPzwMwwffgXp6Vv46KM72bYt1W2/RWCg7+rsTSZo1641Fkse4OfTMIbDIQu8n38GSTf+TJs2RkGF7763NmA2l44I1BQqtKfFcf7lxRP+x6e57/0Y4rSCWJxJYQC01q4z9JvA86f5HUDpsNDpcN9AXEnDmKeSwmPHZMh+fnEUFZUvq/TmqtI4qZ1iG+0YPTrJ54m41NRUjh93bywzMvZw7bVSOvvKKxPcbpOVdYQNGzJKMWcauOkmK8ePwz//mcyBA3uIjo5j8mQnnYRQanjtp7iF4WXcd18y2dl7CAmJ4403pvssUQzO0FBGxm+sWnWcgQOHlFq9unZMBwbKRGexwIbi8rTERCs9epzF3r3OfgOAQYMuYNCgCwD49NO5fPjhG1xxRRYTJ1rJzZXvLSiQ5kDjc744vmYzhIYGERkpZccZGc4GOW/j2DEpPthU3K4wdGgCsbGtMJvrP/20K3bu3Mn//vc1Nts1QFTdMQRaa7tSyqGUaqa1Pl7Rtm7wE9BJKdUeMQA3AuNdN1BKtdVaF7Omcw3w52l+B1DaEFSV+8ZkCsbhmA5kApEEBcWRl1d+ohcDAEOHTmflytspKnLWTAcFeXdVaVywLVrI6rCoyIzNForD4duVT0VJ07Zt4wgIkEqs//43mYyM8scoOjquQgbIceOsXH21+0nXnQiNL2C1WsnPt3L77TBqlMZq9e0MYiSLR468mttvv6RcyajrBBYY6MwZDBgwgHvvfZT+/aWnwM+vNKOuK3r3HsC0abNo104oS4ODnZN/8+auhRPe+EWlYbDlhoeLIfBVd3FBgRzLoiJREwQYOLBNsdqbb76ztvD999/zwANJxMZ2BKLqXLL4JPCbUuotpdTLxq2yD2mtbcC9wFfIBP+h1nqzUuoppdQ1xZvdr5TarJTaBNyP0FicFgoLnTW3n32WivKwRAgNjSAwUGadiIh2/OUvKURFrUX49KBZM/e9B3b7dJSCG26wcv75E0vei4mJ56WXvJvYNAxBSIizcqgmhKwrCm898sj0kknsrrvch3nGjUti/frvOeohu2WUwJlM0pDXrp14PRERNcsc+fjjjwCwbt1Gn3+X4RGMHj2KkJDQConz/P2dx6hHjx48/fRzJCZKXYU7A7tvXxoLF6ZisxXxl7/cz4gRI8ttEx7uJDDzhSEwKECCgsT79hUDqeGxHz/uFPnp2dOp6NeQ0LdvXyZMuJm4OAl/17UcwSeIdvH3SP+AcasUWusvtNadtdZnaa2nF782TWv9WfHjx7TWPbTWvbXWF2qtt5zO4B0OSSBpLURzzz+fhNblZ01//2BuvnkW77xzgnnzNP/+9x5GjLDy0kuzmTNnMQBZWVZuvbW06PqFF76Ow2GlY0dZYd1++xu8/noGzz23kpUr0xg3zruhBVfBdptNeGjfeGOOzw2Bp/BWWFgEiYnWknLHkSOtPPtsCuHhLYrHGcqzz6awePF8Ro68gNtvd9+LYUxyYWHOlWRgYM15AwaUkhzQqVO+px81DIFRPVUZg6rrsfDzK6+q5vreW2/N5MEHJ5QQ2FUGX3mTZjPs2/ctAD//7LkbvTowktCbN4tXEBR0mC1b5gENzxD06dOHt99+l/79ewJ1rHxUa/0e8CGwVmv9nnHz/dAqx8mTcnIsXJjK5Mk3U1BQPjdgMpmZNCnFrUQlyIUaEyP7iYqycvPNaaSkODjnnGv56qsHARP79zs5h5o1a02vXqIo5e0T0bV6pKhIVum//rrD54ZAwlull+YBAcHceecsl+cyrsREK5s2HWX3bs3mzTkkJloJCQnFbDbTzl2SAKPUsGJd6JrAE09MAeDsswf4/LuysyVeuWaNCBJX5vm4Ttb+/s7tDUMgyVk5Vy+66EJCQ8Po2rVXlcbiK+EW4c+XnefkuC8mqC4MQ2BoO+Tlfc3vvwvXZUPRIXCF2Vy6j6imUBXSuZHARmBJ8fM+SqnPfD2wqmD+/FT69o3kwQcneKQr0NpRYgRWrEhh9uzx5cTVO3eW+5degn/9CyZPTmX58jlAFqDJzZVOWsMYGBeWtw2B4RGYTBAWthpIIC3tBbp0SfApJYLVamXw4BQgHlDExMQzbVoKV1zhNJ6GIXCF0ffw8cerKSqyMWvWLDzB2ypZZ4L4eMlmFhT4Nj/gcEBOjljv1asX4ud3eglbPz9nDsE410JCnMdv/Phree21jxg8uPKiPRGROZ3RVx0mE1x66SUABAa2r2TrM4OrRwBwzjkxJCbeWPydPvnKWsWpUznk5ckisK6Fhv6ONIcdA9BabwQ6+HBMVUJqaip//WsSx465r3Yx4Eo098UXM1m9eh6rV4tredttLbjlllBatpTKIKP2+/jxZOz20n0HhYW5vPbazfz1rx05eHA74CsiL/Fwjhx5HKOmf+/edJKSknxqDNq0uRlIY/JkBytXpnH99dYSnhqQKhd/f+cYc3Nz+fHHFSiVSVhY5dUbdWH1ZoRnfC1MU1QEhYXygxMTR1ZrwjImctfQkdmsuP76ywivgovly+NuNju7i33BlmmUhGdnw3a55Bg5chgjRlyKxVL7CwtfYMyYMcyYcTdQ9wxBkZuKoRrUzXKP5GT3mgOu8PcPLhH0Buje/ULatu1C+/bnAJCbe4yCglN06ybv+/nBQw+Bp54Bh8NORsZOHn74IhYtSvX6SsvoI5gxIxm7vfRv8zUlghHTNmrb/fxKK2oZE5ER8x44sC3XXz+C//zn/VIi93UZmzdLaeYvv/zm0+/Jz4f8fJmlrrvuOoKrGTUJCSk/oQcESHVZZfClIXClmcjO9n5rseEN7NkjNxCtZmiY3gBAt27diImRC+/46dZpVgNVCW5sVkqNB8xKqU5Idc9q3w6rclTWyOUuN3Dbba+W2ubRR/9HdvYBunSJ4uGHJXzRvr14EVlZnpNfhw/v47HHkoiM9D5pmcnkmZbBl5QIa9asBQaRk7MTOAsoXetuGIKQEMnNRES0Ii/vFCdOnCAwMBClFLt376ZNmzZu918XUFQkJSi5uR7qMb0EgxokIMDZQVwdGMa5LMLDnYy7nigeqiPzWRlMJtizZzVwHr//vhtvBwqM3/bnn+JltWhxiv37f6RTp4FERPi4C7GW8NJLLzFqFAwfXrOGoCpr2vuAHkABMA84AfzVl4OqCipq5LJYgrnrrvc8JogN9O17JRdddDsWi4X+/cUIANx4o2fVLQN5eb5ZoZvNnmkZfEmJcOqUzPjBwaW55Y0yPdfkZWAgfPPNNoqKbDz66KMUFBSQn59PpLE8rKPo21c4DyMj3TGdeA9GFW1AQCHHju2teOMqoKIQSMuWkkR29d5c4fvQkAwuP9/7FsdmE5bVXcVaPLm5K7jnnos5fPhgg/UIwMk/VZOaBFWpGsrVWidrrc8tpnlI1lrXjBJFBZg+vXxNuyCCUaPcVwnZbIWkp//Kjh0/VrjvoUOtTJqUQmhoxTEPX6zQ/fxg8uTpWCylz3RfUiLY7RAengBAjx6lGVj9/JwJS7PZSZX9xRfzaN8+gZCQkBJVso4dO/qc5786iI6W/zM0tDxNibegtbPa48SJNObOfd1n32XAZJIwUdu2pT0As9m3cXSTCYYMES2CwED3pHfVgc0mDWVC8QIxMbkMGHA+bdu29VklVF2A4QHWKUOglOqslEpRSi1VSn1t3GpicBXhxhulpt1As2ZtgbmYTJkeu1i/+eYtpkzpzbPPjmDHjh9JTh7Aq6/e7HbboUOtzJy5g7Fjn6V5c/e9875YoQsDpZX77nsTo4onNtb7rJyusNvBz0+6j2JiSquPuhoCo0pq4cJUHnlEtICBEnbP9HTfJ7WrA2OS9KV4fVGRs8ExKMhBp06+qaZxh4AAMQatW8sk7esEvQipyILl5Enl9TJnm03yLUZH8d1338iCBd/RsmXDDAsBZGVlMXx4Z8BGXp7vCxsMVCU09BEiWP9/wCMut1qF3S4T5s0338fw4WO4//4dgJXo6NIXQJcuzomsdesOKKUICAhgx4517Nr1E+vXf+rxO0JDm5OY+BiXXnpvufe8TS9hwBj7mDFWIA2LxcG6db5h5TTgcDg7OEPLqFD7+TnHZBiCadM8J+p9ndSuDozfkZV1nPXr1/vkO1w73Xv27Oqxyc6XCA6WrmJfh0/MZjk/goKMklnv7t9ul7LRAwckHzJwoLxe3ZxLXUZ4eDi7dm0HJEFQU1TUVTEENq31a1rrdVrrn42bz0dWCYy2gWnTXuahhz4iI0PCRPEukQ0/P3GZu3aVC2PChMvYtcvBL79k0rlzP3r1uoyBA2+o9LuGDrXSqdMgAgIkKRoTE8+sWb5ZoRuTVWioXMg2Gxw+7FuO3w0bfi9WYNPlSOBcPQLjvrKQmC+T2tWBs3xU8/nnn1e88RnC1RDUZgNdQIDnvIG34DxPpM4xPd272c28PPj+e3k8eLCD0FBZHjdkQ+Dn58emTVto21biQ3XJECxWSt2tlGqrlGpp3Hw+skpgt8sqZOtWWc0WRylwjdYYF2JIiCSCXemOBw4cwmOPLeGOOyoWRXv77Xt48MFObN++lsjIKF588T+sXJlWItHobVgslAiX5OfvBODbbzf55LsMLFy4rPjRCZQq7RW4Cw1VFhLzZVK7OhBDkAr04sknnyQhwfuNeoWFzpVxTVNo1DQMQ2CzHQJg1y7vtcJqLVUza4SRm7i4DfTtG8DEiZc0yP4BV3Tr1oVmzeRH1iVDcDMSClqNk2fIN371acBuhw0bdvLyyw+wfPkbFRoCd6jKRSpiNSnY7SLEtn9/OlOnJrFwofd7CFxhCJQoJc1yu3ef8N2XAeHhccXfKzUAoaFykRtGSSl5bBgEd/z+BnzN818dfPxxKpCEoZfki5xGYaGTefSLL95i8eLFXtt3XYNRPBATI0l4i8V7VWM2G3z3nRzLmBho2/YQZrOZ0FDfUFnUJbhqEtQUzURVqobau7nVemex3Q6rVy9lyZKXmTv3kZKGE9fQkDtDcN55cXToYGbEiOaMG6e4665oVq92PxEsWJCM3V46LJOXl8uMGck+XZX4+cnJ0Lt3XwASEqqr/1Mxzj9/NAAxMVEl3x8YWJqjxt/f6REYWsDxxQfb0AT2hdSkNyFqcr5r1DMEkoxVXGHhEY9suA0Ffn4QHy9VWAUFoZVsXXXYbPBjcXHfoEFwySVXs317EfPnf+i176irmD//A/btk7V2rRsCpdSjLo+vL/Pes74cVFVgt0sZYMuWMbRpcwW5uZIPMLotjSRWWWRmZqC1g5wciWceO3aQlBQnj1DpbT1p9e7xqSEw8gQRETIT+4rr3YDRuBIW5vQCgoLKGwLX32y1WklLS0Nrjc1mQ2vtM6lJb8FT7sJbOQ2jwsO4eB966H5GjBjhlX3XVbh2oHuTEqGw0NlNHBsrizqzWREe7sMOuTqCNWvWcPCghINr3RAgQjIGHivz3uU+GMtpwW6HQYPG8Mor+7j6atH17eDip3jqxgwLK59BKyjIZcGC8qvCyEj3se7o6Difh4bAadSysjx3jnoD27eLpQkJcU7+ZQ1BdWkS6gJ8rV1sGALDsEZFBRPYkDufMEKY4gJt2uS9IoHCQjBUWtu2lUVKQ04Su2Ls2LEMHSoMuXUhR6A8PHb3vMZhtzsvvJ2SU6VDB1nNJiSUNgquyM7OdPt6Vlb5k3js2OkEBLjX2/V1aAjg998/AmDFim98agiefvopAPbt+7kk/GOxlL7w6gJpXHUhuYvSs4k3cxrG+WjkCGqbdrsm4O8PmZkiLPjjj6clJ1IhCgpE+QykBHzOnBlMmHAlS5cu9dp31FUMHTqUwYPPBmQR6A1U1uNRkSHQHh67e17jsNshKyuT3NwTJZ2HZ50lnkCbNp7ZMJs3d1/wZLCUuk7wl19u5Z//TCEmJr6kbPTZZ1MYPdq34Q9DizU3dxsAmZl2n2oSaC0zVni4qZQX0NCEP6xWK82bzwHk//R2TqOwUEoec4vTEB988DKHfR3Xq2X4+UFCgiSLw8K841lpLb0DBQVOvZDff/+ZpUu/5IgvaE7rIIxogLc8gsqaKCsyBL2VUieUUjlAr+LHxvOzq/LlSqnLlVJblVI7lFJTKthutFJKK6X6V2W/Wkti7plnLuO221qybZv8yg4dyjdEuWLhwlSOHSsfdPPz8+eWW2RV2KWLM+bZvr00ra1cmcauXULPnJho9bnYOkg1xmWXXQZA69bn+MwjSE1NResPABNpaYnFlTUNF82bS6PeL784vJrTsNvldvKk0xD88MMiCmuqNbSWYLFA375dAWjVqqtX9llY6JSljIqSxd1f//p/LF68mOHDh3vlO+oycnJyOHhQWrUyMryzz8oMgcc1n9a6WsEPpZQZeAW4BNgH/KSU+kxr/UeZ7cKAB4CKCYBcYLcbFRo2oDtaB9C6tcQRKyoLnTEj2a2UZUhIGNdcY+XUKXHng4PFJQvx0MleE3XMZjMMGdKfOXPAZmvhE48gNTWVpKQkcotnrlOn9nDvvUn4+3ufVbWuwAhxGZ3U3oIx3588SXFzHkyZ8iAR9YWjuxowfqK3EpuFha78QuJ19OnTg5Yte3jnC+o4MjIymD37fmAVhw7Jwre6xWf5lbDD+XJtOwDYobXepbUuBOYD17rZ7mngOaDKRHY2m5wszz23iUmTRIj8LGFO9jh5g2d65+PHjxIWJiyOIKscQ/jbHWrKELRuLY8NWmNvIzk5ucQIGKjLFBHegNFdfMEFg9hpJJe8gCJpNeHkSQkPAYwbdzVBjSDD2bKluKsZGd4hcXI1BAkJct8IDmMJoqKiGDasEyCCP9W99m02p7aDJ/jSEMRgdO4I9hW/VgKlVD+gndb6f6ezY4OM6eRJ+OEH+QkdOshKvqJJ2hO9c3R0HM2bV2xEXFEToSGzGU6d2grAsWN2PChxVgu+LqesizAMgc1mYpfBb+wF2GxywZ486awaqopwTENAQIC0Uv/6q3eOZ2EhpKXJ4/h4WQ2/8cYsUlJSGnyoDSAsLIzFi98FJDJR3Z9cFZLFGpjS3EMpZQJeBB6uwrZJSqn1Sqn1R44cIS9PkklTpsCWLbJaOPdc9/mByEincZg8uTx1tVEFdDqoKY8gM3M7kI3WZq9VD7jC1+WUdRFGaOjhh19g8ODBXtuvzSbhpn37JEcQGprL+vV1Qtrb50hIMOKxLSgyXKNqoLBQjiPIAs9icfDwww9xxx13NPgGPQOBgbKQcDhkrqsO8vMrLz/3pSHYD7RzeR5b/JqBMKAn8K1SKg0YBHzmLmGstU4p1kLo36pVKwoLYckSsZYm0+888MAOoqLK5wdMJjEOUVEyASQmCnV12SqgxMTTi4fXlCHo2rUHZrN06Xi7WCI1NZWTBjuaC+oyRYQ3YHgEZ589hKAg73bCnjolCxOAkycXMWnSrV7bf11Gq1YyOfv7t8GvmkIBNpvkAA8elOcdO4LFYuPhhx/m7rvvrvb+6wtMJk3LlhLP2bGjen1E+flOIkSP33fmu68UPwGdlFLtlVL+SINayRJJa31cax2ptU7QWicAa4FrtNYV8hgZ8TKjxtjheIfoaDk5yhoCI67o7w/R0dKheN99VrZvL10FdDoIDKx6CKk6MJshIaE9HTsKn703qxCNJHFWGTcjPDyiTlNEeANGf1dhIcydm0pCQgImk6naBHR2e2lD0LVrPqNGjfLCiOs+pOtXJpzcimXEK4Ww7Uovhp+fXLfh4f48//zzvPLKK94ZcD3A6NHXsnPnl4CEyY4cOTNj4HBI/qoy2UufGQKttQ24F/gK+BP4UGu9WSn1lFLqmjPdr2EIjIlxwIDBtGgRg9lcnn+97HOLRU7YM22OCgwU76KmcgRgdEinMnGidyYscJ8kBggODm3QRgCc//3UqdcyadJfSE9PR2tdLQI6rcUQnDjhNASPP/4X5syZ48WR111YLM5FmLFAO1MUFcH27fI4Kgq313VjQEREBBaL1I4ePCgG9kyqsoz8wIlKeCt9OqVprb/QWnfWWp+ltZ5e/No0rXW54KnWenhl3gA4DUFmcYPwFVeMwWKxuF2le6o0OFMJv9DQ6pdxVRXG+LKzU4AksrKqP2EZ8JQMzshouEliA0ZoKDNzebl49plWTBlVGfv2SQNQSAh07uyN0dYfaC2dTx9/vKJa+ykqEjEaECbhgAA4ceI4W7Zs4WhN8S3UAbz55pvcfbeIGhk5ghMnnBVpVUVBgdxqs3zUpzAMgSH0XNYQWCwVd8YGnAF3VU2WsBmGYNu2v+FtxkxPyeCYmIabJDbg/N/dxzDOpGKqbH6gc2cHhYXHvZI4rS8wm2XJuX179aoabDb49Vd5fPbZ8n8tX76cbt261YraW23BbDYTGyuPXZPFmZmnFyIqKBADUlmBXL00BEVFkJ0tR+PLL6VhuawhqKjDGE4/PGRQQ9cUTCZYtCgVQ/2pLKpT4uleTyCYJ59suEliA4YhCA+Pd/v+mVRM2WziuhuGoEWLnQwZ0pzLL691bsYaQ3y8dJUNGJBYrbr3ggL4U6iL6NfPYL0106lTpxLa88YCo4fCNdxm5KKqCqMC6+FKajPrpSE4dAgcjg+AdixZ8hz33ZfAN99IqMRkkkYsT+yjBk7XENR0Q0tqaiqPPZbk8f3qlHgaegJxcfHF5XjxhIenMG5cw84PgPN/HziwfCnxmVZM2e3iehuGIDo6k5CQUMIaukSZC9q1k996/Lh/pWGIipCRIfTTJhP07SsLsMTERLZt28bMmTO9NNq6j6ysLGbMkOv/wAFnBASqrg1tVGCtXl090rk6C4mPJyE9apCZmc4TT4hyWLuKCg4AACAASURBVHBw1SiTjQnBZKraSr+mDUFysmeBeG+UeFqtVnbsSCMlxQGkER9fMxxKtQ0j8Zib25mrr76e+PjqE9DZbDKBHTgg59Vllw3m999zWLhwoZdHX3dhNM8dPgw//riJK664gjffrFgGtixsNli/XiatuDgJ+zaSatFyaN68OZs2LQIgK0uzfbuzhNyI+1cGY7sNGyrftl5e+vPnl1eaMpTDqjphWyxiBFq29DzJK+UUa6npyoWKQj/eKPHcvHkzF154Aa+99hYgjK2NwRAYoaFVqz7jo4/eo0OHDrz11lssW7bsjI+pzQYbhemkuO698VW6tG0r9wsW/I933klhyZIlrF69+rT2YbPBL7/I465d5b9qJP1j5WA2m/nww3kEBjooLFTk5kqc3+gHqIpXUFAgZaNGzqUi1MtL//hxz8php3MBtmghuQRPieOQECHUio2t+RPSU+gnODjYKyWe69atY9Wq7/n1V2EBaSyGwOkJShLpm2++4dZbb61WItJmg99+k8fdusl50xD0G04H554r9+np4SQkdOLttz9gxIgRzJ8/v8r7KCpyTlo9eji9gTvvvJOuXbuybNkyL4+6bmPEiIto3VouyqNHJUm8bZt4TKdOVRzuMZhw//xTwkqVRSnr3aVvt0NQkGfOoNNJ6BoHx9V4tGzprDaqTWGR6dPdx7BTUlK8sv/OnTtz3nnn06rVEKDxGALjv77yyr8xZsykktfN1agEyM93Jji7doV161IZOfICr/1X9QGDBsm92TyYYcMSufDCa7n11lsZP358lTUZioqcx/Gcc5zXYUREBHl5eTh8KcpRB2GxOIknDe6lwkIJQ2pdsVeQnS2GYtUqed67d8XfVe8ufbsd4uKmA+U5g6ZNO7O4uVERpJR4CK1aSZ6hNld1VquV2bNTiI6ORwThvCuiMmTIEBYt+o7Y2EuA2vF6agNi/FNZtiyBjz9+k3bt4pk7dy5ff/31Ge2vqEioTtLS5Bzq2BGOHt3F6tXfN2jyvrJo3VrOIbvdwqFDCSgVzDXXjOKGG24gp4rZzbQ0CWWEhopnNXduCo8//jiDBw/GZDLRt29f3/6IOobMzEPYbN8C8Prr8OmnTtEeu92zITAoJVzzA5UdunqnQWW3Q0CAMRneDhQQExPH5MnTmTjxzCdJIzxkMsnjVq2qPdRqY9w4KxdfbKVbN/lzR4707v7tdmeHdkxMxds2FGRkSKFBQYHkmPbulQY9OH0Nhj17ZNW1fr1coAkJEhYaP/4WrrpqGJ07x3p59HUXZrOEc/btg5df/oKoqHhmzJhHmzZVW1A5HLB2rTxOSBCD/fHHH/DDD9+xYsUKdhu81I0KDjZuvBQ/vxkUFd3Phx/KeXbddeIVREeLMXAN+9jtzqRyZqazOa9/JZJf9c4QOBxGq7WVBQusDBCNZ5Q6syYxA4GBpRvQ6sLq2BhPWJgYgtatuxIamklmpnvd5dPBypUr+e23/Rw+PAYwl2gxNHS8+275QgOjQe90DIHWzhjtH8VSSx07SjgxJqYdffq0qxFOqroCpaBPH/jqK1i/Ppvvv99O5849OHxYFhmVXU85Oc78QMeOYljuvPMuLrpoOF26dPH18Osk2rZty0MPJVNU1Bql7MyebeajjyS3eemlEs7NypLVf2ioRDaOHqWEsv6772TeiI+vvNO93hkCcAo6u05efn7Vm7yDguqeRq9rruLIESgoCKaoyDsyUPfffz+//LIDGIu/vzMW2dCxb5/7cE16evpp7cdVH8KIALVp4+xfqQsLiZqGweptMg1j2DBJxhQU2Fm79k969oxnx44dLFy4kHPOOYdrrhG6sWXLlhEb247Q0K4l+YGePeX4jR8/tjZ+Rp2BUoopU57gu++kIOHkSXj7bXjnHQmdxcYKH5O7ctLMTPj+e3nct2/l2hj1LkfgcMiPDghw0ktA9eP51TUkvoDJJDdDQ/mhh57je+PfrSZatWqFxdIRkMqo6nhT9QkVNeK5o+X2BFdDYHDnR0XJf7V06SJefvlfbN269UyHWS/Rt6+cRw5HHEeOyMrittuu5rzzzuZvf5tCv379eOqpp/j4448B0Fpz22230b17NzZt2oBxuPr0abz9A2VhsTivzUsugaFDJS/11luwf797uomCAik1NfIDAwdWzphc7wyBQd9SULCFyy7rVPJ6Q53ILBanIejZ8xKGDBnilf0uXvwVM2fKmRIRUfe8IV9h+vTpWCylCw38/f157LHHCDyN2mO7HRYuTGXo0AQ2bjQBCRw6lEpgIHz66X947LHJ/GbUlDYSBAVB9+7y+LvvZFXatWsvYmMTWLJkacl248ePB8TwDh9+EV27nk10dB8yMsQA9OgBhYUnWLJkCX/88Ye7r2o0yM09wcaNn7FmzYcA3HSThIF+/x2WL5dFiKsMpUHRkZ4uUYTwcKnAqgz17vJ3su+txG53HoGGWrdtsTjDDRkZ3tuv3e5cybZu3ThKR0ESwl9+CampycAeYmLieO656aedKJ43L5WpU5Ncur/TWbAgib59YcSIa+jSJa7RxbbNZold//ILrFwJF18Mt9zyLFOmPMeJE8f59defaNcuhsGDuwEiyfj88+/y8sszmDTpGWAaCQmSr9u583euuOIKBgwYwI8//lirv6s2sX9/GtOmXUtMTAeGDr2B8HAxBq+9BgsWSNnugQMy4TdrJnNEQQGsWyef79tXFnqVod5d/gbh0p13XsEbb3xa8npjMARz535Mnz59WbGielS/IKuI/cV6cY2lh8DAhAlWIA1/fwdffZV2RiW5f/97eQqQggLpbh8zZiIzZ77I2Wef7aUR1w8IvYas6rdskRVperqZU6cgPLwZQ4eOID6+GwcPyrl34IAkMz/55H02bBCKaSOpGRbmz4gRIxhkNCg0UvTs2Y3zz7+Mq68eQ5cuDsxmCQ/Fx0tieOlSCQ8dPy65qoICSbp/Wjw1Dh4sBqKy67veXf4FBXKiXXVVDN279wHqZnzfW7BYnImeHTsy2LRpIytXrqz2flu29Gfu3PcAKUNrTIagRQspDy4slAlr2rRp9O/fn9dee63K+9i/33N3e1BQwz0fK0JAgFBNGKWKq1bJJLVjBxQW2igsLOTw4YMsW7aY5cu/YvXqVTgcDq677hE6d74HkLBQQAAMGNCfZcuWMWvWrFr8RbWPoCA/3ntvCVOmPEd4uIlu3WROuPFGeX/RIln9GwpkGzfCiy+Kx3/11TBihHhqlVHv1LvQEAhPuRE3h4brDYD86YZrFxt7Dh07XsuwYcOqtU+Hw4HNVoTISEt5X2MyBCaT1KofOSJ11p9+upjff99ITEwMd911V5X2ER0dx/795SuNoqPj2LdvK8ePm4iPj8e/IZ+cZeDnJ42YF1wAa9bAN9/A8OHw0ENdOHhwGzfccD8tW4by+uvPlnzGan2QYcNeLPFOzz235gke6zKUkjnAyAOEhorXZLdLPuaPP2DmTNnurLNg504xvsOGwbhxzn6oyog4fXr5K6UuV0ptVUrtUEpNcfP+nUqp35RSG5VSK5VS3auy3127nuCmm7qxZcvvQMNNFINYc8MQxMUN5PXXFzJkyEXV2qfNBt9/n0ZY2FAA2rdvfIbAIElLS4Orrx7PZZddwejRo8ttm5paXtc4NTWVnJzyIrBBQcE88sh0Ro++nM6dO592SWpDgL8/nH++eJmHD8MTT8CAAXLpt2zZl7CwQfTtezGdO/ehTZt2DBv2MAsWSMi3Tx9JbAYFQWFhIbo6iu0NCGazJiPjAJs3CyNf8+aykHnwQWku69lTzukdO2T7G26AO++EwEBdoidd6RyptfbJDTADO4EOgD+wCeheZptwl8fXAEsq3297DSYN6Kiotvrdd+dqh0M3WNhsWs+frzVo3bu31rt3a713r9Z2++nva+7cuTo+Pl4rpXSbNvEa5mo/P61/+03r3FwvD7wO448/tL7jDjmmF12k9cyZc3VMjByX+Ph4PXfuXK21HK/g4GANlNz8/Py0v79/qdcAHRwcoWfOnKsPHdL61Vdf1SaTSR8+fLiWf2nN4+hRrTds0Pq117Tu0EGOcYsWDp2cvEt/8IFDz5unS25z5xbpJ5+UbUwmu77xxnd1WppczFdddZUODg7WS5cureVfVPtYu/YXDegOHbro3bt1yW3xYuexfP31In3++V/rp55yvjZs2Cj9+ecbdGam7AdYrz3Mq75cBw4Admitd2mtC4H5wLVljJCrpHJI8UVVCdIBaenMyDjI3Xcn8cEH1RNzr8swm505goyMAt5++yU++mgup9tcnJqaSlJSUolY+6FD6UASzZqJhkNj8giaNXN6BJs3S/XP/v1OTegJEyYQGhrKxIkTyc0tnRAuKiqisLCw3D6Dg0NJTLQSHAx33XUXa9asoVVd4CmpYfj7y4q1VSt4/HEh4cvOVsyZ057PPlOsXesUUj961IKhNWOx/Jv582/h6FEpZcvOziY3N5dmrjHgRoo+fbrRunVr4uJicTicDSzt2zu3Wbr0KVauvIToaFE0PH58I3v2/EZq6utV0mfxZY4gBtjr8nwfMLDsRkqpe4CHEK+hCjGP0gyEZ0IPUN9ghIayswt4+ukHiYqKZtSoCRw9WrqpriIkJyeXm9Qgl5ycZEymxiFKY8DPz3kRHT6cjNblBYBOnY4eIJCVtQetNcHBkiUeYHCfNDIYGgIREdLz88gjMH26NDi5MlK3aSOl4MePS4K4deuttG17L8HBciKuXLmSnJwcgpoSBgQEBHDo0CGUUuTnS27Lbpcmsa5d4dQpzbFju9Fak5m5jV69BpCZaSIv7xRt2rStUs5FaR/F4ZRSY4DLtda3Fz+/CRiotb7Xw/bjgcu01je7eS8JkSQDKNceoZRq0BS16emGful/UOpmtNbExMQzefJ0brnFWqksJ4DJZPIQc1Xs3u2gXbua1WSuTWRmSnVFYiKcOmWiSo5oFdC6dRTTpj3OPffc45X91Vfs3SurfqOfLjdX+gqOHJGczNatzsbQdu3g73+HDh3kHI+NbTzNjWeKrVt3YrG0xWx2LvW11mzcuJFevfpiNstzh8NBVJS5RL9dKfWz1tot/ZwvD/l+wJXKLLb4NU+YD7it39NapwApAEqpcldtdfR76wNCQ8FiScVmu7NkMt+/P52pU8U23nSTtdKmkbi4OLfJy6AgcSkak0cAEh5q0wZ27oxDwo3VgRmwc/hwBlOnTqV58+YN2kOtDIGBsmLt1EmqWIKDpdHMQGGhJJKPHRMD0KKFSFP6+TUZgcqwYcMGbrnlFv744w/+/e95XH759YAshl1pupVSBASYCQ7WvPjiTK6//voK9+vLy/8noJNSqr1Syh+4EfjMdQOlVCeXp1cB20/3S7yh31vXYbGAw+FZnjMnx0nE5wrXihdPnPBFRTl89llqo6p7NyRIJU9QnnLidOFqRE+cOEFSUlKxrnbjhLECjYiQUu+yPDf+/rLy79lTDHKXLnIMHY5TLFmyhB9++IFLLrmEqVOn1vzg6zC01sybNw+z2cw333zDLbeMYefOP9m+/Y9y3r5SYmC3bPmTZ555hsTExMp37qsbcCWwDakeSi5+7SngmuLHs4DNwEbgG6BHZfsMCAjRJpO5XIVHQ8bJk1qDKlepAmilVEkVwYkTzs+4q3jxdIuJia+lX1Y7yMqS4zV2rFSs9Os3V4eGRlTpWJW9mUxmt6/Hx8fX9s+sVezd66xu2bVL67VrtV65Um7ffqv1smVa/+9/UsFlbHfddWM0oC+99FIN6Msvv7x2f0Q9wPjxEzSgZ858Ve/dK8f96FGpNtRa68TERB0eHq4XLVpUYdWQTx0xrfUXwBdlXpvm8viB091nu3ZdWbZsPSEhdUM8piZgsUDLlnEcPVo+hKG1pl+/SKZNm8WoUVYCA8XFdp8cdo8DBxqPkhY4u347dJB7s9nKnDlWxo3z7BaZzWbsrpSjgFL+OBzlK4iARqVO5g4hIc5uV6WEmbUihIfDpZeOYM+eNG655RYmTZpE68bCjV4NtG4dSZs2bbj44qFudR8++ugjCgoKCKmEfrTeRYaNGGJjiiWazfDoo9MxmdyHMLKzs3j00Vv59NPUYtGe05uIYmMbdo6lLIyLpaOwcHPwoNxHRcW73T4+Pp733nuPiFKJmAh69HibyEj3n2noeavKEBpadZqNgAAJY9xxxx389NNPjBs3jjFjxnD++ef7dpD1GLt37+baa69ly5YtHDhwgJ49e7o93haLpVIjAPXQEGzZ8jNDhsTxySeNJwZrsUBiopVbb01BEpPlUVRUyIwZyeTmCh9Tu3ZVm4iCgoJ58smGnWMpC+OCMchBMzKks3XcuOkEBZU2tkYOymq1kpmZSW6uZsIEDWTSu7eVsWOnExjo/jONGX5+koOpjGEjKEi8hcaUo/IGWrZsyZdffsny5cs5fvw4qroH0FPMqK7eKI7BBgUFN4r8gIH0dOkW9JQrwCVfsHev1i+9NFebze7j18atVat4PXPmXF1UVNu/rmaRkyMx6a1btY6PlzxBdLTWs2Zp/fzzzi7jmBhnDsrh0Pr4ca3T0rQePlw+88ADWn/4oXQmx8WV70xugiAvT+vsbDnueXlaFxXJLS+vtkdWv/HZZ5/p/fv3V3l7KsgR+KyPwFdwLR+Nj48nLS2tFkdTczh0CH74Ae6+O4HMTPfljq1axbNmTVpJP0DXrkEUFOS73TYwMJ5Vq9KIjJTSvcYEm82pxbBkCTz7rNS+d+wI778vZaXGAstkknLIwkIn8ddll8G2bTBvnvC9BwfTaDSfm1B/UVEfQb0LDbmiMSXkLBZxs8eOnY7Z7F7HLy/vJA8/fDd9+0bSvr2ioCAfpUxutg9m3LjphIU1TklAi8X5uxMSpKEpIEBIu37+GX78UZr4QKRRc3NLq0AZAkFnnSWfa4zHsAkNC/XaEDSmhJzFIoLVI0daufPOdwgNLd9BdvJkFosWvcaxY86mAq0dOByO4u0VEE+/fimMHGnFz69hU3hXBKPtPjRUVvS9e8tzQ+f18OHSusQGcnOlGsbPz0n90WQImlDfUW8NQWNLyJnNMml36QLjxlmZMyfTY8VKWWhtp6goFHAQF5fGX/9qJSxM3musk5hhCIyCin795P7nn+XebqccsZ/d7pQAdJX3bKzHsAkNB/XSELRrF09KSkqjauN3LZeNiZH2/aysqofGCgr24OcH994rE5dBVtdYJ7HAQMkDGMyMffvK882bZdUPkpcxcOqUcOds2SLP27RxvtdYj2ETGg7qXTX+2Wefw8aN6xsdN07ZvomICGjTJo6DB6vGk2OxxPHYY5LUjIgQQ6CUTIiNEcZv11pW9yDKT1u3wgsvCJXyrbeKEHtAAOTkyLaGlxAT49xXkyFoQn1HvZtOTabGR5AG7hvoHn20fA27O5jN/txxx3S6dZPwkjCZymq4MddvG+GhDh2ECtlgjt6yBdauhc8/l56MEyfECIDTEMSKyicmU+NqbmxCw0S9O4UbC1VyWSglv93hcE5KiYkSGnvhhWQOHEjHZDIXC1coDGrl0NAIbr55FkOHWvH3l4SzsYKtimBFQ0ZwMBw9Ko/DwuDaa+W1kychNRVWrBApwIAAyM+HTz+FZctk+/h4kWNszIa0CQ0H9c4QNOYLr00bWX3m5cnK1OFwGoOpU5PIyzO4hTT+/sFMmpTC0KHyfrNmIsZihIKUahIJN8pIDW78qCgRWwcpId2xQ3o3zjsPnntOegdAvIfLL2+8FVdNaHiodw1l/fv31+vXr6/tYdQ67Hahns7NhaFDE9i/v3yuIDIynv/+N402bcqLVwcHO2PjjRnZ2U5yNCMhDLB6NcyeLeWlQUEiqhIRAQ88IInlAQOajl8T6hdqS5imCT6E2SwTUU6OZ/bQrKw9xLupMDWZqJKqWWNAUJDTEISEiMEsKHBO9IcPS6iodWv4v/8TxluD4bUJTWgoaDIE9RxhYcIeundveY8gOrp8w53FIiGQpolMEBgoq/68PPGyWrWSib+oCJ5+WqgozGYJqxmhoMDAprBQExoWGmH9TcPDP/5RnjUzKCiYyZOdDXcBARAZKWWPTUagNIzjopRUA3XtKsng8HDo3l2a+IyJPyREXm86hk1oSGjyCBoAjMa6qVOT2bt3D9HRcUyePJ3Ro62EhorX0FTiWDFMJgkTGc1k4eHiKZw8Kc+VEqMQFiaPmwxBExoSmpLFDQw2m8S1g4IkD9CYq6xOFydPlqaVyMyUyiEQgjlDEc/Pr3RDWROaUB9Qa8lipdTliC6xGXhTa/3PMu8/BNwO2IAjwK1a66q1yjbBLSwWqW9vwunDaLAz1kYREfI4JKR0z0VTfqAJDQ0+yxEopczAK8AVQHdgnFKqe5nNfgH6a617Af8FnvfVeJrQhMpgaA8oJY+VEi+gbONdU1ioCQ0NvkwWDwB2aK13aa0LgfnAta4baK2/0VobXVBrgVgfjqcJTagULVs6+ZjKIjhYtHWrIAHbhCbUK/jSEMQAe12e7yt+zRNuA75094ZSKkkptV4ptf7IkSNeHGITmlAafn7iDQQHl06w+/mJd9CsWZNH0ISGhzpRS6KUmgD0By5w977WOgVIKd72iFLKW3mESCCz0q1qH03j9D7qy1ibxuldNOZxehQw8aUh2A+4KrnGFr9WCkqpEUAycIHWuqCynWqtW3lrgEqp9Z6y6HUJTeP0PurLWJvG6V00jdM9fBka+gnopJRqr5TyB24EPnPdQCnVF3gDuEZrfdiHY2lCE5rQhCZ4wP+3d+bRVlV1HP98H49JUBRwwJEQUFCJzNLM5SIRyzE1da00J0hTAzSktMGZyNIcElMsy9ByWuTSUoZSNKesNEBJKlzQsjQnHEkUHr/+2PvC5vIu7wH3nnMu9/dZ66537jn7vPu5v3P23efss4eaFQRmthwYDcwAngfuMrN5ki6VdERMdgXQHbhb0mxJ91X4d47jOE6NqOkzAjN7AHigbN2FyfKBtfz8dnBTzp/fXtyz+tSLq3tWF/dshbrrWew4juNUFx90znEcp8HZqAsCSVvn7dBeJG2Rt0N7kNRKV6vi4fGsLpKq1lqvltRLni9aPDfKgkBSd0nXANMkTZZ0dN5OlZC0iaTrgemSxsSWVEgq1LGJMb0auF/SBEmfydupNTye1UVSF0k3ALNiQ48D4voixrPweb6o8SzUwawGkrYDbiXM4H4I8AjFHsNoHNALOBnoQmhOi5mtyFMqRdIA4B6gBRhJGCDwW7lKVcbjWV1GAlsROnsuBH4mqUvB4llPeb6Q8dzoCgJgKWGk07PN7L/AXcBsSUNy9lqJpC7xbzPQCfiVmc03syuA1+KVYu5XCQlLgJvMbLyZ/Y3QEuxlSYUYG8rjWV0kdU/fAk+a2Rtm9nPgSWBiTFeUQc4LnefrIZ5FyRjrjaRdJN0oqSuAmb0BPJwk2QHoB/w9B73VkDRQ0i+B6yTtFftadAc+lSQ7AzhR0vZ5XSXEmK68ojKzl1h9HKhNgF3N7N+ZyyV4PKuLpP6S7gJukXSopM5x01ZJsq8DR0na2cwsjx+vesnz9RJPqPOCQNJ+hFvC0wlVAkiSmS1JknUCFrVn+IpaEk/aycAcYC7wVUmjgO8DZ0jqDWBmLwK3Aafl5Hko8GtgvKTz47pmM3svSdaT/DOZx7OKxLula4DnCHnqcOBCYApwiKTdAWJhdS+xKssybn9eL3m+XuJZoq4LAuANQp3bQOBUSTu1EsiPAS8ASDotx9vFnYElZvYDM7sO+ClwFNAVuIHVO5D8gzBaax63i68AJxBiep6k7ma2XFJT4jIYmBf9jpc0MGNH8HhWmz7AW8B3zexe4DJgBDCAUOB+W6ta5EwH8ppAql7yfL3EE6jzgsDMnifMebAA+B1wKaxRFzwc6CVpKnA8oT4xc8zsOaCvpP3jqrnAg8A3CIPu9ZR0kaTjCLO2vR/3y/QKwcz+AsyPMZ0O3Bg3KXHZD9hS0j2EH7llWTpGT4/nBpIWimb2H8IIwCOS9zcAE2NBuwS4RNKXCXddi7NwbMWzsHk+dShyPFvFzAr/Itw6b5a8V/kysCmwABhetu80wtXWMRm59ga2Tv2Aprg8Brgt2TYUuDnuMxA4CZgJnJCHZysx3YxwVfOJZFtnwo/u08BxGXj2AfYtW1fEeK7hWeB4jipb1yH+PQV4LFm/OeHB61BgC0L1xh0ZxnNUhW2FyfOEOVauBDoVOZ5tfo+8BdoR6AsIg9bdAVwc1zWVpSkF/hzgt3H5i/FHeFiGrt8B5hOm3bw8dYvL/YGpwMnxfS/CoHzbZBzT1jwrxfQCYFZc/lz8e2SGrvMIV9J7xvdpgVWIeLblWZR4xs9+GhhXYXsT8BBwTrJuCrB7xrFcq2dZPHPL84SGCM8BkwiNFMrzUCHi2a7vkrfAWoLcjTA66Z3A1oQrvLeBvnH7GlewcfnNmO5moEtGrl2Aywml/ZbR939Az9IJkaQ9iFB/uSdwHDAL2LEInmVp05guB94FrgU6ZuTaFDPXNMKt89eAbkWKZzs8K52jecTzyviZa3xemdvHCe3bjwS+FH+QB2cYz4qea3HONM+z6o70uko/6qy6a8k1nu3+TnkLtBLAzePfZmAY0Jxs+wkwssJ+PQgFx1zg01m6xuU+yfIw4HZgtwonx5nAj+JJUXPXdfVMtveOMf9r1p7JuknA+PijuX/R4tkezyLEExhEmBd8U8JF1Uhgn7L0pR+4zwOXAH8A9iuaZ5I20zxf5tkEPEu4mNotepxCclHFqruWTOO5Xt8tb4EkaL1iZpoJjAX6J9tEaBI2CxhaYf8mYEhOrrvG9c2EK9RFwA+BPxFuV0snRHol26Gonsn+zRllsNRzDDAoru8P3BKXxxGuuM8Bti+dFznGs92eOcdzbOJ5MeFB9BPARYSWKicl56dq7VYNz2T/TPJ8K8d9j7h+InB1CnUHuQAABdVJREFUXP8VQsfAiUk+a6q1W7VehWg1JGkfwq3168AEwgOYsUmSJsKJ8SGtTHcJYQgBM5tbY9VKrmdFh+XAM0A/MzuXcBUwLvpjSYcmM2spqmfiuNzMHs/Yc/vEcwHwjqQOwC7A2cDeFjteWcxtcTnreLbbM3HMI57bEe6YINytXAocaGaXECaOOivxMzJiQzxLZJHnKxz3UXFzqUrybjObDJwHbEPsMGYFGoajLQoxeT2hJcVVZnYHrBw5cnjsibfMzFok9YvLrykMKNWplL4grl2AD8xs5YTTZna/pPGEk3yRe66TZ0dC+/o9CLf+LxDqj03SADP7p3u22/PAeNzfNrPLSgnN7DeSxhF+3LJux17PniPitkcIvdj3jJ7Pxo6MdVMAlMi8IIi9AFe78jCz+ZJeTLYtI1QNpT0DhwNdJU0hXHWdVzDXpek+kgYRriD+BbzknuvsuQyYI+kx4FEzmynpI4S5r2vaLnwj9Ny5dNyTfQcTjvsiinPc68WzX9y2QNIk4HyF8az6Ee6qF9bSsxZkWjUkqWMa6LKOIkuSbX0JV1cpvYHdCe1y9zazhwvq2lnSiYTWTg+Z2Slm9qF7rp+nmV1gZjPj8kIz+56FYSPccz08JTVLOorQHPtBMzs1FmbuuX7HfTah2uox4D4zO8xC57G6IrOCQNJo4PcKY3AfDqFOMu2Nlyz3A56K646W1IMwbG9fM6v5XJ4b4koYQGwGoY74evfc4GO/TS3dGs2T0NLmEeCTRT7u9eIpaVszW2xmU83s5lp61pKaFwSSeipU53wW+CbhocvJ8fZ55QMVSUNs1cOVwcBASdOAYwnPA+ab2ft14NrBzF6tpWsDeX6BDOpbG8jzGEJLlsXlVTDuud7HfXmt/DLFat/0qgNhpMBSm+9+wC3EtuuEp+xTgEeBbYEdgXcIw8pm1oO1nlzd0z3ds3E8M4lFDYLbTOhYs0Oyrnuy3EToMDIgvh8BnFX2P07N6ESoC1f3dE/3bBzPPF7VDvQehPbprwC3V0gzCHigwrZO1fTZGFzd0z3ds3E883pV+xnB64Su/rsShgg+CEBSh+QpfB/CHK1I2ltx0m5Jshq2WqljV/d0T/dsHM9cqGpBYGYvA3ea2ZuEurbSrDsthGEiAD4KdJJ0BaF7dmnfzHo11pOre7qnezaOZ15UvdWQrWqFMgVYKmlsXL8ilrz7AwcAi81sXzObVW2H9lIvru7pnu7ZOJ65UMt6J0KzrKfi8pD49wiShzVFedWLq3u6p3s2jmdm8cgg4NOBDwgj8/XO+wtvDK7u6Z7u2TieWbxq1qFMYXLuCYQn8aPN7BBLBjorEvXi6p7VxT2ri3vWL6WOFLX559LBhHFsPmgzcc7Ui6t7Vhf3rC7uWZ/UtCBwHMdxik8hJqZxHMdx8sMLAsdxnAbHCwLHcZwGxwsCx3GcBscLAsdxnAbHCwLHaQNJLZJmS5onaY6kc5XMXlVhn76Sjs/K0XE2BC8IHKdt3jezoWa2G2GM+oOBi9rYpy/gBYFTF3g/AsdpA0nvmVn35H0/4M9Ab2An4FagW9w82syekPRHQs/VhcAvCEMgXw4MAzoD15vZ5My+hOOsBS8IHKcNyguCuO4tYBfgXWCFmS2VNIAw6clekoYB483ssJj+dGArM5sgqTPwOHCsmS3M9Ms4Tis05y3gOHVOR2CSpKFACzCwQrqDgCGSjonvewADCHcMjpMrXhA4zjoSq4ZagFcJzwpeIUxq0gQsrbQbMMbMZmQi6TjrgD8sdpx1QNKWwI3AJAv1qj2Al81sBXAi0CEmfRfYNNl1BnCmpI7x/wyU1A3HKQB+R+A4bdNV0mxCNdBywsPhq+K2HwNTJZ1EGN9+SVw/F2iRNIcwNeK1hJZEz8TZsF4DjszqCzjO2vCHxY7jOA2OVw05juM0OF4QOI7jNDheEDiO4zQ4XhA4juM0OF4QOI7jNDheEDiO4zQ4XhA4juM0OF4QOI7jNDj/B0lU4sSOgR5KAAAAAElFTkSuQmCC\n",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n",
|
|
"\n",
|
|
"None\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"name = 'anp-rnn'\n",
|
|
"\n",
|
|
"params =default_params.copy()\n",
|
|
"params.update({\n",
|
|
" 'det_enc_cross_attn_type': 'multihead',\n",
|
|
" 'det_enc_self_attn_type': 'uniform',\n",
|
|
" 'latent_enc_self_attn_type': 'uniform',\n",
|
|
" 'use_deterministic_path': True,\n",
|
|
" 'use_rnn': True\n",
|
|
"})\n",
|
|
"trial = optuna.trial.FixedTrial(params)\n",
|
|
"trial = add_sugg(trial)\n",
|
|
"trial.number = 2\n",
|
|
"\n",
|
|
"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
|
|
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
|
|
"\n",
|
|
"logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n",
|
|
"\n",
|
|
"trainer = pl.Trainer(\n",
|
|
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
|
|
" checkpoint_callback=checkpoint_callback,\n",
|
|
" max_epochs=trial.params['max_nb_epochs'],\n",
|
|
" gpus=-1 if torch.cuda.is_available() else None,\n",
|
|
" early_stop_callback=True\n",
|
|
")\n",
|
|
"model = LatentModelPL(trial.params)\n",
|
|
"\n",
|
|
"trainer.fit(model)\n",
|
|
"\n",
|
|
"# plot, main metric\n",
|
|
"loader = model.val_dataloader()[0]\n",
|
|
"vis_i=670\n",
|
|
"plot_from_loader(loader, model, i=vis_i)\n",
|
|
"\n",
|
|
"print(trainer.test(model))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:40:36.819548Z",
|
|
"start_time": "2020-02-15T07:40:07.785566Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# ANP-RNN 2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T09:29:14.502278Z",
|
|
"start_time": "2020-02-15T09:15:48.605760Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"INFO:root:gpu available: True, used: True\n",
|
|
"INFO:root:VISIBLE GPUS: 0\n",
|
|
"INFO:root:\n",
|
|
" Name Type Params\n",
|
|
"0 model LatentModel 798 K\n",
|
|
"1 model._lstm LSTM 207 K\n",
|
|
"2 model._latent_encoder LatentEncoder 98 K\n",
|
|
"3 model._latent_encoder._input_layer Linear 16 K\n",
|
|
"4 model._latent_encoder._encoder ModuleList 32 K\n",
|
|
".. ... ... ...\n",
|
|
"70 model._decoder._decoder.3.linear Linear 65 K\n",
|
|
"71 model._decoder._decoder.3.act ReLU 0 \n",
|
|
"72 model._decoder._decoder.3.dropout Dropout2d 0 \n",
|
|
"73 model._decoder._mean Linear 257 \n",
|
|
"74 model._decoder._std Linear 257 \n",
|
|
"\n",
|
|
"[75 rows x 3 columns]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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uV1FxFHl5uWzYMIuZM+9kzJharF//rqNFshqLFo1m1qxBpKcnF5UFBDQiJKR9KSUQF3eet97qztdfv2BvMZ0SdWvICgQENDK4Iqhdu5EDpFFRMc6NG9dYteq1oveOTONobdq1u4sbN+Ismvlfv36es2f34ubmYfB+QUE+N2+m4O7ujVZruI4pjh/fQVJSLC1ahFOnTkiZn7c3NlUEQoiBwOeAC7BESvlBifuNgOVATV2d16SUP9tSJlswbNjMYjYCADc3d4YNU1MwqzgXLi5uDBqkGC8HDZroFCkcrcW4cd+UKktMjGXbtoX4+NRi0KCJReWhod2YPj0KIQxvinz88QMcPLiJSZN+pHPn+wzWMcXWrfPZvXsN48dHFlMEubnZzJjRl6ysdGbPPlLmdm2FzRSBEMIFmAfcCcQC+4QQG6SU+vng3kRJaj9fCNEa+BlobCuZbEWhQVjxGlJWBl27DjVqKFY9jFQcRc2a9Xn88Y8dLYbdSE9PYv36d2nYsG0xReDpWYMWLW4z+pyPT228vWuSl1e+RPMtWoQDgvr1w4qVu7pqiY4+SG5udoXzHVgTmxmLhRA9gOlSygG6968DSCnf16uzEDgvpZylq/+xlLKnqXad0Visz5YtX7Jx4ywSEi4ZHORLehgBaLVejBmzSFUGKnanoCCfJUue5dKlf5k2bafTebNYSl5eLvn5uWi1nsWCy6WnJ7F581wCAhrRp8+TFrcnpbQozWV5OHt2L56efgQGhqHRuNikj5I40ljcAND32YrVlekzHRghhIhFWQ1MMNSQEGKsEGK/EGJ/amq8LWS1CuvWTWPFikk647EsciONioosqrNmzRvFlABATk4Ga9a8YWdpVaojiYmXiIs7V5STV6Nx4dix3zl7di9Xrpx0sHTl5/Tpvxg1ypt33y1+mMzHpxZDh04rpgSklCxY8CR//PEVubmGZ/xlUQLHj+9g9ux7WL/esq3g0NBuNGjQ0m5KwBIc7TU0HPhaShkMDAK+FQY27aSUi6SUnaWUnS1JNuEovv/+HXJziye9LjnIqx5GKo7k++9n8NJLoezY8XVR2ciRc5g27U/q1w91nGAVJCcnAzc3dzw8zLvCnj+/nx07vmbVqslWmfVnZKTwzz8/cebM7qKypKQrZGXddPqk9YXY0lh8GdDP9BCsK9PnaWAggJRytxDCAwgArttQLrujP8irHkYqjsTT05eAgJBi8fc7dRrsQImsQ4cOd/PNN1nk5+eVupeSco1z5/bRoEEr6tcPpUGD1jzzzFfk5mYZPFAGcOLEn6xZ8wahod0YMeIjo/1evPgvoaHdePnl9UX2ACklL7wQQn5+Ht98k1WUOrOQgwc3cfLkTrp0ebDUSWhHYcsVwT4gTAjRRAihBR4FNpSocxHoDyCEaAV4AM6792OGgADDbmL6g/ywYTPRaosbiLRaL9XDSMUujBjxEXPnRleJwd8QLi6l57Y//PAeH310H3v3fgeAh4c3ffo8yZ13Pme0nZycTE6diiIm5rDROvHx0bz2Wgc++eRBOnW6pyi/QG5uFjVq1MHHp1YpJQBw5MgWNm6czdmze8v68WyGzVYEUso8IcR44FcU19CvpJTHhBDvAPullBuAScBiIcREQAKjZGVZSxnAkBtpyUE+PDyCS5eOsWvXCpKSYqldW/UaUnEsBQUFuqidRxk5ck6lSa9oKS1ahBMbe4xatSx3lW3WrCtvvbW9WC6Bkly9epoaNQKoW7dZMQWk1Xoyf/4Vo8916nQPNWsG0ry5Sb8Yu6KGmLAyha6hiYkXDQ7yBQUFREQoRiIhBNOm7TTpxqaiYg/GjWtAcvIVPvnkNIGBYeYfcDI2bJjN0aNbGTToZTp0GGi03vLlL+HrW4c77ni2VNTR8pCbm01mZionTuzg6tXT9Os3Bme0Y6rJ6+1EfHwML7/cHDc3T776KsVovbi4c7i4uJGfn4uUkqSkkmYTFRXbkJJyjcmT29OwYVvefHNbsXuDB09CCIGXl5+DpKsYMTGH+Pff3+jVa6TROunpyfz22zwKCgro12+MVfp1c3PHza0OGzd+yLlzf9OqVW+nVATmUBWBlUhLiycvL6fIWPXpp0M4duwPHntsNv36jS6qFxgYxooVOezZ8x1arQctW/ZylMgq1Yzk5Kukpl7HkAu2fqjkysiQIdPo1WskDRveYrROVlYaY8YsISXlKn5+dc22+csvn5OaGs+QIdNKna84cmQLrVv3LSrv2XM4rVv3wde3LkePbmPlysl06HA3jzwyo1S72dkZXLx4BCkLnGZ7SFUEViIoqDWvvLKxyC/51Km/uHkzmcWLx7B+/btFdoKSJ4otzaOqolJRQkLaMW/eZbKzbzpaFKsTFNSCoKAWRu9HRr7Cpk0fERHxIfff/5rRevqsX/8uaWkJDBgwnpo16xeV37yZwvvvD6BevWZ8+ukZhBAMGvRS0f3Tp//iwoUDNGjQymC7cXHnmDq1Bw0atOKjj44brGNvVEVgJTw8vOjU6R5AsRPcvJlUdC8hIYYFC55ECEFeXk5RmZqzQMWeaDQu1Kpl2PgppeTChYNcvHiE3r1H2exUraMIDGyBl5cfOTmZFj9z990vIWUBrq7FPX9SUq4SGNgcb29/g9/Trbfey4wZe/H0NDzJq1mzPk2bdiYwsHnZPoQNUY3FNsBYfgJD+PjUYvHiRBtLVPlR4zPZFiklY8cGkJ6exBdfXCx2zqAysGnTx2i1HvTtO9qgy2ZeXi4ajYtVPaLy8/OKvIVyc7NJSIghPz+P4ODWVuvDWqjGYjtx6NAvrFs3jZCQ9kZPDxsiPT3JfKVqjpoBzjps27aY6Oh/6N17FKGhXYvdE0LQpctDZGffNBp2wVkpKMhn1arJFBTkGzUC2yKGkr7L6KlTUcyceQctW/Zi2rQdVu/L1qiKwEqcObOb8+f3kZAQY/T0sCF8fCruwlbVMRWfSVUElnP48C/s27eeNm36llIEAGPHLnaAVBUnLy+Hhx6aSmrqdaMnhctDamoC8fEX8POrR0rKVVJS4mjatDN+fnVLHVyrXbshdes2pVatBuzatYq4uHN06zbEqJ0AlFWYlNIpzm2oisBKtGhxO+3bDyQwsDnNmnUtdbDMEFqtFyNHfm4nCSsvanwm6zBgwARat+5L06YGdwcqLVqtJ0OGTLV6u5s3f8769e8yZMh0rl8/x86d3/LAA1P44Yf3CAvrzvTpu4oG8cDA5nz+uZLk58MP7+PgwY00anSLUUXw6adDOHBgI6+9tpm2bfsZrGNPVEVgJdq1u5N27e4sVvbVV+PIzEw1WF+jcVFDT1uIsRWWEBqioiLV79BC2rTpS5s2fU3WycvL4cqVUzRqZNwNs7pQr14zmjTphK9vAF5evuzc+S0//PAeoLiAGpvJ9+w53KQSABDChfz8XNLTncM+qBqLbUxUVCQLFjxJfn5uUZlW68XDD7+DVuuJn189unUb4kAJnR9DORwK0Wq96N17JP/887NqSK4gisG4DunpiSxYEGeRr70zEBNzGCE01K8fVq60kpZy+PCvfPzx/YSHj+Dee1816PWTk6MEmTPndZWRcQNXV3ebyquPmrzeTpw8GcWWLV9y9uy+YuXh4RF07foQoPxhBASEMGbMIhITY1m27Hm++eZFB0hbuQgPj6BBg9YUfof65ORk8NtvC3QrBsM5IFQgK+smUVGRnDy502gdIQTBwW2oXz+MhQuf4s03uzlVYDRjrFw5mcmT23HkyBab9tO2bX8WLoxn7NglBpXA4sVjGTXKi+nTw8225eXlZzclYAmqIrAS3303jWXLnmfFiuInNNetm84//yhpmPVnq4GBYXh41DAasVTlP7Ky0rlwYT9KXEJDFC9XE/2UJj4+mnnzRrB4senQCm++uY1PPz2NVuvJuXN/Ex8fbR8BK0BAQCMCA5ubPFBWEQoK8klNTUCjccHT03i+g7Zt76BGjQC6dHnIJnLYEtVGYCVq126Ih0cN6tX7L7lHVFQk33//DoUDVULCxSK3x7vuGsddd41zhKiViqioSFaunFzm51RDcnFcXbX06PFosROyhij0hnnwwTcZNGgiQUHG97mdhTFjFtmk3Rs3rjNlSqeieGB16zbh88/PG63fo8cjdO/+cLFtYGNERx/ihx/eIyiohcEwFPZGVQRW4rnnvua5574uVqbMSg3PVtU9bPOYsg38h8DQSkFN9FOcwMAwXnhhlcX1Q0La21CayoGnp2+REvDy8qNGjQCzzwghLHJhzcpKY+/edbpYQ5VAEehSR7YHgoBM4KiUskplELMVqttjxTB0fgAUjyspC6hduxEdOw5ix47lJnNAqFRdcnOzcXFxs4kvvlbrwdy5MdSoEYC7u5fB7GflJTi4DRMmrHKarWGjikAI0QyYDNwBnEHJHOYBNBdCZAALgeVSygJ7CFoZMZWW8tKlY7z66i1oNBoiI633B1aVMKZIpSxg5cr//uyaN7+Nr79+gZs3k/Dxqc3IkZ+rK64SpKcno9V6oNV6WlQ/MTGWXbtW4u3tT//+1gnZbAt+/XUu69ZN5cEH3+KBB163evsBAf+tLA1lPysvPj616NnzUau1V1FMqdF3gRVAMynlACnlCCnlUCllO+A+wA943B5CVgaef74Rw4dr+O67t4vKTKWlVJJiSAoK8u0saeVB/59Qn8Jtn8IAfm5uHkVB/kJDu6lKwABfffUcI0d6sXv3GovqJydfYdWqyWzbtsDGklWMpKTL5ORkmjTiqpjHqCKQUg6XUv5pKHWklPK6lPIzKeVyU40LIQYKIU4JIc4KIUrFfhVCfCqEOKS7TgshjGd0cXKUrQmJRuNSVBYeHsGYMYsICAhBCFHkOhoeHoGvb10++eQ0ixcnO05oJ8eYIr3lljuIiHDlueeUSJqHD28uut+6dR97ilhpKCjIx8XFjRo1LEuaUrduEwYPnkS/fmNtLFnFeOKJT1m6NIXbb3/CJu1v27aI4cMFI0ZoOXp0m/kHysD+/RvYvHkO6emOHwMsWusIIXoCjfXrSym/MfOMCzAPuBOIBfYJITZIKYsCcEspJ+rVnwB0LIvwzsSnn54lLS0eP796xcrDwyMMzlA1Gk2lTAloTwq/t5KpP2vUCOCPP5aSmXkDUNz2rl8/T5Mmt3Lvva84UmSn5aWX1lFQUIBxF9zi+PrWYcSIj2wrlJWwZVa1M2d2A5Cfn0t2tumQMWXlu++mEhNzmBYtwvHx8bdq22XFEmPxt0Az4BBQuI8hAZOKAOgKnJVSnte1sxq4HzCWiWE4MM0CmZ0SH5+a+PjUdLQYVQ5DijQnJ4s339xGWJiS3alnz2H07DnMEeJVKpwhuFllo0+fp6hTpwk1awYSFtbDqm137TqU5s1vc4r0oJasCDoDrQ1tEZmhAXBJ730s0M1QRSFECNAE+L2MfVRq3nqrB0lJl5g4cT2hoV0cLU6lQav1IDn5KpMmtSwKKzF06NvUrx9KamoCXbrc72gRqwTx8TEkJcXSsGFbpxisDPHFFxHk5+cxZswim8jYsuXttGx5u9XbBXjooTdt0m55sGSKcBQwfQql4jwKfCelNGg5FUKMFULsF0LsN5Rv1Rl45ZVbePHFUK5ePWPxMxcvHiYp6TJXr56yoWSVm99+m8/w4YJx44KLygrPFxQPKzGa6dPD+fTTyneq09bEx8cwZUpn5s8fVabn5s8fyfTp4Zw/f8A2glmB/ft/YM+etShe7irlxZT76EaULaAawHEhxN9AUcYKKeV9Ztq+DOinOQrWlRniUeB5Yw1JKRcBi0AJOmemX4dw+fIxpJTk5Vme1OOee14lI+MGzZtbd8lZlUhMVBaVBQX/udgaOl9Q6OPt7l7cuKwCN25c48KFA2VOPxkS0p68vGyruk1amxdeWEtmZiru7t42af/KlVPMnj2YkJD2TJz4P6u2nZeXw40b1xFCYzSFqL0w9QtX1FK0DwgTQjRBUQCPAo+VrCSEaAn4A7sr2J9DueeeV0hLSyzTidaHH55uO4EqIYbSUQ4d+g79+z9DVlZ6UT3jGeAEy5al2UfYSkRwcFtmzCh78LjKkCujU6fBNm3/+vULxMWdIy7unNXb3rdvPXPmPEq7dgN4/fXN5h+wIUYVgUIeLPwAACAASURBVJSyQvnWpJR5QojxwK+AC/CVlPKYEOIdYL+UcoOu6qPA6nLYIJyKxx6b5WgRKjVlSUdp7KCesXMH1R0PD2+DGclUzNO+/QAef/xTwsK6W73tli174elZw2iSe3tiNh+BEOIhYBZQFyWwiwCklNIh0le2fASmKAwL3LHjIG691dxOW9VmwoTGBgd3jcaF555bXkwZGIpBpNV6qYl+bISUsszbSvYgNTWBv//+H7VqBdt8ZWAr8vPz7LL1Zo18BLOB+6SUflJKXyllDUcpAWclPT2FJUueY+3at8r03KZNH7Jt20K2b19mI8kqD8a2ewoK8pk373EWLRpdVGbsoN5PP31CRIQrq1dPsZfYlYIDBzayfv1MoqMPlem5Eyf+5Jln6jF79j02kqxiXL9+jqVLn+X77982X9lJcRb7iyWKIE5KecLmklRirl8/y7ZtC4rS2FlKWFhP6tRpTEhIBxtJVnkwva0j2bNnXbGS8PAI+vR5isaNO5GQEMOiRaPJycmgoCCf69cv2FbYSsa+fd+zdu2bnD9ftpW0VutFaup1kpOv2EiyiuHt7U+/fmPo1Klyr6allKSkXHOoDKa8hgr98PYLIdYAP1Dca+h7G8tWaXBz86ROncZl9lxo0eI2Dh36mf/972127FhWrVMsDhs202TI6czM0kbgn376pOh0cUFBPs8//y25udk0bKjm29Xn1lvvx8+vPk2a3Fqm50JC2jFv3mV8fS0LS2FvAgOb2ywXgb3IyEjllVfakJGRwpIlyQ5bIZjq9V691xnAXXrvJaAqAh0NG7ZhzpyyzULLYhytDoSHR7Bhw2wuXTpi8L6hFcMtt/QnLu48AwaMp1mzbly8eFjndRSDRuNCQUE+AQEh1VrBAnTp8gBdujxQ5udcXbUOd2us6nh5+aLVepCT405CQgz16jVziBymFMFvwK9SykR7CVPZMOTuaOmAY8gXvronrblxQ1keazSuxc4NGMsvoO/XXVKxFkZ1re4KtiqTkXGD7OwMvL39nSr/b1mZOvVP/PzqOTQEiKmeGwLrhBA7hRDThRDdhDO6DjgIQ6db580bwZgxARYlTleT1pTmlVc28dBD03jkkXfx9laCcGk0LrRte4fZQdxYEhtQcxifPBlFbOxxXdC5snHo0GZmz76HLVvm2UCyirFlyzzGjQvSpYOtvPj7Bzo8DpSpcwSzgFlCiBooyWmeAhYIIU4Am1FWC3H2EdP5MDbwpKcnWjQDNZW0proSGtqlKObS0aNbOXp0KwUF+Rw8uMFg/by8PObMeYSDBzeZzRNbXRVsbm42b799OxqNC99+m1Pm59PSEvjnn59wddVy111GD/87BBcXN3x96+LjU9vRolR6zKohKWWalHK9lPIZKWVHlIQ1dTAffbRKY/x0q2UzUFNJa1Sgd+9RNG3aGVdXd4KCWhqs89NPH7Nv33qLkoVXVwWbnZ1BixbhhIZ2K9ess23b/rzwwmpGjPjYBtJVjHvvfYWFC+O4555JjhalQvz55zfMnHkHf/7puCHV0nwEDYAQvfr7pJTO95dhJ6KiItFoNCazi5mbgRqLtV8d97GjoiJZtux5MjJu4O1di1Gj5hjN46D/jKVbAtVZwfr4+DN9+s5yP+/vH0iPHmqIb1uSkBDD0aPbCA21/ullS7EkH8EsYBhKHgH9fAR/2lAup6XQNmAuxaQlM1Bzg111oKSR9+bNpKKtNcCoMd5UYnv930Z57r1q/z2rOC89ew4nNLQ79euHOkwGS1YEDwAtpJSWh9WswpgyShZSlhno888Hk5aWyPvvH6RBg1bWELFSYcx7avnyF8nKSivKS1zS+8dUYvtVqyTDh2sAyauv/kzDhm1s+hmqOrGxx9mzZx2BgWHcdlupuJEOY8GCJ4mNPcbTTy+gSZNOjhan3NSvH+pQJQCWnSw+D7jZWpDKginbQMm8xJaQmhpPbm4WV66ctpaIlQpj32d6emKREihE3/ZiLrH9mDGLePPNbdU+HeiWLfMYPboW3303vdxtxMYe43//m8769TPL5XlkKy5dOsq5c/uKQpCrlB9TJ4vnomwBZQCHhBDbKH6y+AXbi+d8GI98GcLcudFlbu/ppxfg6qqlVaveVpCu8mHs+zRGoe3F0Elk/ZVYv36jDT5f3bhx4zo3byZTkeC+nTvfT8+ew3nwwTcd7uaoz4QJq0hLSyA4uLWjRakQ8fHRHDiwAX//BnTrNsQhMpjaGioMTHIAMOy/Vw0xNwCVlT59nrSWaJUSY9+nVutJenrps4yFM/7KbGzftOlj1qyZQrt2A3j22WXUqGE798chQ6YyYMB4NJryhy5wddUyYcJKK0plHZxhS8UaXLlyiuXLX6Rdu7ucUhHcAP6SUl63lzCVgfDwCLKzM1myZAyAGsKgghR+b/PmjQDA379BUW4HcwrXlLF9797/sWHDLIKCWvL8887l6XzixHby8nI4eHAjMTGHadu2n037s2asICkl8fHR1K3bxGptVnfq1m3CXXeNJzjYcbYsU4pgBDBPCJEB/AXsQlEMR+0imRPTt+9TdOnyAGlp8RU28P7++xKiolbQtu0dTpXM2p707Dmc5ctfJC8vmzlzzuPqqi26V94Z/8WLhzl/fh/Xr5+3ldjlZsyYxXz22VA8Pf3w9q5ps35SUuJ4991+PProe3TufH+F25NS8vrrnYiJOcQXX1yidu1g8w/ZiIKCAlavfh0vLz8eeKByhx0PDGzOk0/OdagMpk4WDwUQQjQGeuquZ4QQjVDOEQyyh4DOiEajwdc3AF/fgAq3deDARk6c2EFGxo1qqwg0Gg2LFyeUKq+Ie23HjoM5fXo3zZvfVlHxrE7NmvWZPj3K5v1s3/4Vly8fZ9u2hYSF9cDPr26F2hNCUKdOCImJl7h69bRDFUFWVjobN87Gw8On0isCZ8DsxqGUMloI4QF46q7C12YRQgwEPkdJVblESvmBgTqPANNRDNOHpZTO459mBzp3vo+MjGTatRvgaFGqFNeuneXatTMcPbqNP//8utpt38XFnaNfvzF4efly7dpZatSo+KQFYMyYJfj4+KPRuFilvfKi0bgwbFjZ8n84KwUF+SQmXiIvL4fAwOYOkcFoqkohxBSgB0o4iVPAHt11REpp+jSV8rwLcBq4E4hFSWY/XEp5XK9OGLAW6CelTBZC1DVnk3CGVJUHD25i6dJxNGjQkilTtjhUlqpAQUGBVb1RnDmV5fbty7h8+QTh4SOoV68piYmXbHJ+5LnnAklJuca8ebHUqtXA6u2rWI/09CTGjKmNt7c/S5Yk2aSPiqSqfAIIQgkwFwmslFL+Y4kS0NEVOCulPC+lzAFWAyU3KscA86SUyQCVxTB96dJRkpIulTnjk4phduxYxvDhgjFjrOM9YyrEt6PZvXsNmzZ9SHT0Pzz5ZA1ef72T1X3zpZT4+CgDi69vxbaDVGyPVutFQECImSx9tsWUjaClEKIWim2gD/CaEMIHOIxiNDaXaLcBcEnvfSzQrUSd5gBCiF0o20fTpZSby/QJHECHDoNITr5CzZqBFW4rJyeLAwc2kJaWwF13jatQjoPKSlqa4iZaEV93fZw5xHefPk9xyy130KHD3QQEhODu7s3Nm8lWdSEVQvDhh7bz6YiMfIVdu1by5JPzypXwxhqkpSVy9eop/PzqU69eU4fIYC20Wo9ynUGyJiZtBFLKJGCTEGIzcCvQC3gGJSS1NTKuuwJhKIomGPhTCHGLlDJFv5IQYiwwFszltrUPISHtGDVqjlXaSk9PYs4cJaiXl5dftcxads89/0e/fmPJykq1SnvOHOK7R49Hil7PmXOBypjiIzs7g+TkKw5VrCdP/sknnzxE5873M2nSDw6To6pgdGtICHGfEOIDIcRO4DrwEVAbmATUt6DtyyjJbQoJ1pXpEwtskFLmSikvoNgUSsUEkFIuklJ2llJ2dtb8qeWlZs36uLl54uXlx+rVrzvtloYt0Wg0+PjUtJqSrywhviujEgB44IEpzJkTzR13POswGdzdfQgL606DBpX7VLGzYGpFMArl7MCrwAHdPn9Z2AeECSGaoCiAR4GSHkE/AMOBZUKIAJStIudz/C7BX3+t4cSJHbRrN4AuXSrmn63RaPjmmwyioiKLDlWVxBm2NKyFPba+nPXUcXZ2BkeObKFmzfqEhdku5PCuXav4/vu3CQ9/nAcftP4kwhmMz+3a3Um7dnc6WgyrMWvWIK5cOcUbb2x1yGE9UzaChwCEEHeXVAJCiGellAtMNSylzBNCjAd+Rdn//0pKeUwI8Q6wX0q5QXfvLiFEYYjrVypDjuTffpvHyZM7uXz5RIUVQVRUJMuXv2gwnEIhjt7SsNbgXdKbp3Dra+fOb4mNPUbPnsOJiJhtFZkLzyDk5eWRnp5AzZqWLGJtS0LCRT755EECA5vzySenOHp0G8uWjad5854888xSq/UTHx/NlSunyMi4YbU2VWxLYuIlrl8/T2ZmmkP6tyQAyVtCiGwp5e8AQohXgb6ASUUAIKX8Gfi5RNlUvdcSeFl3VRoaN76VhISLFZ7VGXJzLImjtzSMDd5g3G5hTHEY8+Y5fvwP8vJyiIk5bFXZN2+ey/LlL+DlVZOlS5Ot2nZ5cHFxpVOne/H3V5wMNBoXrlw5aTUf/0IGDBhP58734+lZw6rtFpKensz//jed/Pw8nnrKMbmMpZSVdmvNEBMnfo8Qgtq1G5qvbAOMniMoqqBs2WwCXgEGAi1RzgOUPQGqFXCGcwTWYsKExmYjbz7//AqHbmkYk9FYtFVTPvzz5j2Ocm6wJIKBAyfQunW/Cq+w9Nmz5zs+//xhPDx8WLbMMTMtU2Rl3SQ+/gL+/kH4+NRytDgWk5mZxlNP+eLm5s7y5ZkOGZDnzHmUY8d+59lnv6Zjx2ob5MBizJ0jsORkcYIQ4j5gK0ok0qHSWn5+dsCZ3TFN5TYAJViYo2UtqyumKR9+4yG8GzFy5OcVF7YEnTvfx7JlaXh4+Fi9bWvg4eFNw4ZtHS1GmfH0rMETT3yGn189pCxAOTtqX5KSLpOaGo+7u7fd+66KmMpHkEbx6ZsWaAoMFUJIKaWvrYWrKOXZ1rCEuLgLuLm54+tbF1fX8of3NRWLX6v14vHHPy1329airK6YphTHuHHfsnDhU8USzthy68vVVVssgJ2jycvLQaNxtXlM/1WrXkej0TB48P/h4+Nvkz7uvvtFm7RrKVOnbiclJa5SraRMsXv3Gs6c2aNLW9nV7v0b/YuUUtaQUvrqXR5SSp/CcnsKWV5sdcJ0ypSOPP98A379tWJnCQy5OQL4+NR2inAIoMhYMq6MqcHbVOaw8PAIRo2aVzQ4azQujBmziNjYYyxdOo4rV05ZV3gnY8OGWYwY4cr3388oKvvll89ZuPBpEhMvmXiybPz225f88EPViMNjDI3GhVq1gtBqPRwtilU4fPhXfvnlMy5d+tch/ZtaETSWUkabuC+ABlLKWFsIZg1sdcK0cGD08anYaVBndXPUJzw8AiklX375OAC1agUzfPgHRmU0l7inf//RuLlpmT9/JHXqNCY8PIKRI73IyckkLKw7QUEtrCr/5MntiY+PZtKkH2nTpo9V2y4r2dkZSCnRav+L2fj33//j5Mmd3H7741YxFEopiYj4iBs3rtk0xPXVq6eJjv6HoKBWhIS0s1k/1YXu3R+hYcO2NGtm/9UAmA46tw5lxfAjim0gHiXyaCiK11B/YJqU8jf7iKpQFmNxWQ2dzsKHH97PiRN/cNdd43n0UeeY2T32mAtSFjBjxh5CQ0tGCilOoV3GmHLLy1NyzBZuq739di8SEi7y4ovrCA3tYlW5n3yyBllZ6YwaNZcBA8Zbte3ykJ+fh5QFRauivXu/Iz09iY4dBxfzz8/ISOXHH98jPPxxGja0PGGJlJKEhBjq1GlsbdGLsXbtW6xf/y5Dhkxj6NDpNu2rJFeunGLlylcJDe2mhqC2kHIbi6WUDwshWgMRKCElAlHyF59AcQmdKaXMsoHMVsPaaSXtRXz8BTIz07h61Xm2Sj766DgBASEWLcV3715Ny5a9SEqK5dSpKObNe5w1a95g2LCZHDr0CwkJMTRv3pPdu9cUM+JbWwkADB8+i9zcLG699T6rt10eXFyK/8t16zbUYL1Nmz5kw4ZZ/PLL53zzTabZdmNiDpOWlsj69TOIiTnERx+dpGbNelaR2RBNmtxK165DCApqabM+jHHt2lkOHNhAbm62qgishFn3UWejrO6jUVGRfP31BG7eTMbLqyZPPvmFU229GOLQoV+4du0srVr1dviyOybmCK+/3gFv71oGk8eUJC8vj8cfdzN4T6v1QkpJbm4mLi5u5OfnFrvnLHYRZ+Ds2b/59tuJtGx5O8OHl0rjUYovvhjBrl2RADRq1I5HH32/yrpVpqTEcfr0Ljw9fbnlljscLY5VSE6+ypUrJ/Hzq0dwsPXDZlQkDHWVIDw8gsaNOwLQoEErgwNNVFQkEyY0ZvhwDRMmNCYqKtJoewUFBYwa5cPTT/sXbXFYmw4d7mbgwAkOVwIAZ8/uKRq8LSEnJ4MOHQaVmvkW3nNxccXV1b2YEii8V9VjKi1Y8BQff/xAMdtVWloi//zzM8ePby9WNzS0K2+/vcsiJQBQp04IDRq0ZtKkH6hTp7HB77+qULNmPbp2fajKKAGA/ft/5N13+7F5s3WCWZaVqvvXomPixOYkJV2mUaN2dO/+SKn7ZXUxTU9PIjv7JkCFXEcrC717P0WzZl1ZvXoKzz0XRMeOgxk7dnGxOv+d1YhBo3GhoMB4yors7HSMLUJtEVPp4MFN/P77EkJC2vHww+9Yvf2y8O+/v5GUFMsTT3xWVHbhwkFmzx5M69Z9aN26T7nbHjZsZtGWpzXyE1tCbm426elJRSelVcpPQEAjWrXqTf36oQ7pv0qPZBkZaVy7dgaAN97YVirHcFRUJPPnjyw1cBXOTg0pAg8PH8aOXUJWVrrN5D506Bd+/fULGjRozYgRH9qsH0twdXWlceMOaLUepKRc5ezZvcXul1SkppQA/Hf+wF5hog8e3MSBAz8SHf2PwxXBhAkrSU2Nx8/vv7hHdes24ZZb7qRp0+Ir9iVLniU5+QpDh75Nw4ZtcXU1vN3mKAoKChg50gspC/j22xy7yrd791ry8rJp3/5uq+QNdwY6dhzk0K08s4pACPE9sBT4RUpp3VRKNkaj0fDQQ29x5cppg0pg8eKxRgcuY7NTrdaDvn2ftrqs+hw/vp1Dh34mOvqgwxVBIXfc8Rx16zahdeu+xcoNndUwhpubB02a3Eq9es3YsmWeXYz4bdr048wZ50hi37Ll7aXK6tcPLUp3Ght7nJSUq7Rt25/jx//g6tXTHDy4kalTd9CqVS+j7aakxOHl5WdXn3qNRlN0sjgzM9WqiXXMsX79u1y69C/vvXegyigCR2PJiuBL4Elgjs6ldJmU0nncWYygH1qidu2GLFs2gdq1G3Lffa8C5gcwR0b8bNnydo4e3UaTJp0c0r/+Vk8hfn71GDHiYzp1uqdYXXNhMgrx9vanTZu+/P339/j41GLMmEV2OT/Ro8cjxZLBOCtSSqZO7U5mZhrz5sXy/PMrmD49nLy8HNLSTBvpv/56PPv3/8CLL66za8awL7+87JA4Q127DiE4uA0BASF277uqYkmsoa3AViGEH0rugK1CiEvAYmCFlDLXZAMOoOR2RWLiRbZs+QKAu+4aj4eHl8kBzNTs9OTJKL77bjqNGt3CE0/YJgREp073lBpw7YWxiKg3bsQZtJ2YCpMB4Orqjre3P488MoOcnEyOH99RZLT39vZn0aLRuLpqbeYt5CyxplJTE4iK+paAgBC6dn2o2D0pJRkZN2jQoDVnz+4lPj6aFi1uY/HiJLRaT7MhKdLSEikoKKBevWa2/AilcFT0z6FDpzmkX1sSE3OY6dPDCQpqycyZ++zev0VeQ0KI2iiJakYD/wCfA50Aux4msxRjs30hNKSlxQPGQyEUhj0wNlicOLGDY8e2sXPnt9YT2IkwtVLKyclg8eIxxcqMhckARaE+88xSFiy4ilbryU8/fUx6ehKJiZeIiorE09OXlJSrXLt2huHDhVmPrbJSqNQURSWLHAGs2YelXL9+jm+/fdlg6IcZM/oyerQ/Dz74JpGR+bRooWxjeXh4FymB/Pw8srJuGmz7rbd+Z/nyDIKDLT94puJcuLpqycpKJzPTOulay4pZRSCEWA/sBLyAe6WU90kp10gpJwBOGdbR+GxfUqeOspw0ls6wf/+xrFnzhlFX0saNO9K8eU+bztjz8nI4dOgX9uz5zmZ9GMPcVk9OTiapqf9tVYSHRzBmzCJcXBRjoRDKn1RAQEiRQjU2IBf6vf/Xt3UHalvFmioPPj61GTjwBbp3f7jUvVq1gmnZsheurlo0Gg3x8dFs2DCLgwd/KqqzatVrvPBCY+LiDCfwc3Nzt3kwu5Js3jyXN9/syq5dK+3WZ0ZGKnFx58jOtswuVVkIDGzO0qU3+PDDYw7p3xIbwRwp5R+Gbhg7nOBoLImYWTLOj7d3LTIz09m6dQGFh+wMuZLaw7qfnHyVWbOUPrp3t++BP3NbPS4ubuTmFj9QHh4ewcKFTwEwceJ3dOnyYLH7q1dPMTgg//57cTfUwnJjHltlxVaxpspD/fqhRkNt33rrvfz66xc0b94TgOjoQ6xa9RpNmnRi69b5uLpq6dZtKHv2rGXZsud57bVf7Cm6UW7cuMa5c/uIiztntz4PH97MnDnD6Np1CBMn2n+iZCs0Ghe8vBwXy9OSKYS/EOKhEld/IURdm0tXTozN9h955F1ycv4bxMLDI5g7N5qVKwt44onPyM/PpuRJa0fMIP39A3FxcUOr9aKgwL6OWsOGzTRxGEmQn5/L9OnhpWbtTzzxGYMHv0xYWI9i5Xl5eUYH3rJ6bJUVY9t/Qmgcsj1kjB49hjF9+k5u3kzhww/vZcWKSQwePImePYfzzz8/8e+/v9GmTX/q1m3KkCHF98c3b57LlCm3smPHcrvL3afP07zzzm7693/Gjr1KAgJCVEOxlbFkRfA00AMoXBX0QQlC10QI8Y6U0uhmuRBiIIo9wQVYIqX8oMT9UcCHKMntAb6QUi4pywcwhKGont7etfnyy8f5448lTJ26HYDz5/fz00+f0KhRO/r2HW20Pf2B6fz5/cTHx9CoUTsCA8MqKqpBXF21rFjhkARwhIdHEB8fw48/vkd29k29A2KCwvQUhlZKd975nMH29uxZY7QvY4fPrOWxZSjWFCgKyBp5KcpCSkocOTkZ+PnVw93dsE3F3d2bgwc34e7uTUSE4jZcv34Ynp6++PnVLfq71efixcNcuHCw6JCjPalXryn16jW1a589egyjR49hdu3TXnz55RNkZqbx0kvr7H4y3JIVgRvQSko5REo5BGiNMiJ0AyYbe0goaYvmAXfrnhmuC2JXkjVSyg66q8JKoBAXF1dGj17AN99kMXdudFG0xxMndhTt/R86tJm//lrFpk0f4usbYHSWUTgwRUVFMm1aOJ99NpTJk9s51azSmjz44BS+/jqdVaskkZF5uu+lfCsl43UE/fuPNbhys9Z5gkL7Rcl8CmD/ld5PP33Eiy825ddf5xqt4+Pjz6RJP/D227sAxSunadMuvP/+AD788N5Sq1WAxx77kHfe2U3nzvZzG1WxDX///T379/9ATo5l4VysiSWKIFhKGaf3/jrQUEqZBJhyHe0KnJVSntflN14N2OfsO7BkyTN88MHd/PjjB0RFRXLp0n+J0QtntKmpcQQFtaRFC+Wgj7L3X9wlrnBgKjR45uVlA5Cbm+UwDxRbYSzmkrG99oSEGKKiIrl69QwfffQAK1eWnheYMtw/9dSXjBmziICAEIQQxQzM1iI8PMLo9po9bQXu7j4EBIQUO1VsiM6d78fVVUtc3Dny8nI4f34/IHFxcUUIwZEjW1i+/KWiE94+Pv6EhXWnVq0gO3yK4qSlJfLjjx/w00+f2L3vqshzz33Nyy9/j5ubu937tmT9sV0IsQlYp3s/RFfmDaSYeK4BoJ92KRZlFVGSIUKIXsBpYKKUslSqJiHEWGAsGN/31ScqKrIoBMRvv80nPz+3lJbNycngwIGNRXkJoqIi+f33pZSc+fbuPZLw8AgmTGhs1APFFtsL48Y1ICXlGuPHr6RnT9svhU3FXDJlQF68eCy33z6CAwd+5N9/PXnssVnF7hvPU6ysvsLDI2y+PVPWdJvWREqJEIKhQ6dZ7P++cOHTnDmzm2nTdtK5830sWHCdmzeTAfjnn5/ZvPlzfH3rmM0LYWuystJZvfp1atUKZvDgl+3S58yZd5CWlsjEid/Z/dyErTEWktweWLIieB5YBnTQXd8Az0spb0op+5p80jwbgcZSynYoZxIMWryklIuklJ2llJ19feuYbLBk6IgbN66Rnp5osK7+jHDNmjfIzy+9L79//wbA/h4oWVk3kbKA5OTL5itbgeXLXzSq6EydFcjJyWD//h8ICWlPy5alwyAYM9zbMyeEo2Q4eXInU6f24NSpXRY/ExNzmDNndgMUBXPz8fEv2ovv0uVBHnnkXTp0uJvLl0+yZMmzDluV+vnV5Z57XmHw4El26/PixSPExBwy+veoUj5Mrgh0+/xbdQP+/8rY9mVAP/deMP8ZhQGQUuqP0EuA2WXsoxRliX1Ts2Yg0dGHqF8/1OhAn5x8BbD/rHLKlF8BDcHBrWzSvj5RUZEmlWXhjH3evBEG66SmxrNgQZzBe86QjtNRMmzcOJuzZ/fy779biw6JmePChYMA3HZbhMEZb+vWvWndujcAO3euYNu2haSnJzrktLRW60lERIX/ZcvE++8fIiXlKn5+Tuu0WG7i4s5x9Ojv1KnTmHbt7rRr3yYVgZQyXwhRIITwk1LeKGPb+4AwIUQTFAXwKPCYfgUhRKCU8qru7X0o2c8quxKZcgAAIABJREFUhKWxb5QZhYbXX+9It25DTWxhKAP9sGEzWbRodDEfelvOKu257DdlNC1UdOHhEaXiD5WsYwx7bP+YQ1+GgoICuxy+mjBhFZs3z2XgwAkWP9OsWVfuvffVojMFpggN7crIkZ9Tp06TiohZqahVK8gh9hB7cOLEnyxZMpbbbouwuyKw5L8hHfhXCLFUCDGn8DL3kJQyDxgP/IoywK+VUh4TQrwjhCjMG/iCEOKYEOIw8AJKGItyExUVaTT+iY9PbTw8agBQu3ZDxoxZRM2a9RBC4OdX3+z2QXh4BL16PVF0zxaGTUdhSnnqKzpj31G/fmM5ceJP0tOTbCajNZg0qRXDhwuDRm1b4OHhwwMPvI6Hh+UH8Bs2bMNjj80ymVMgPj6aqKhI8vJyGTjwBW699V5riFsu4uOjOXVqF+npyQ6ToarQuHFHevUaSdu2/e3etyXG4u91V5mRUv6Mkt9Yv2yq3uvXgdfL03ZJCm0DhiJla7VejBz5ealB29Agrr99MHToDJo161p0b/TohTz88AyuXTtj8VK/vKxbN529e9fRrdvDPPzwdJv2ZWw15ONTu9h3VPi6MPWnu7sPo0cvYMOGWaxd+wZdujzIyy+X60/FriQlxTpahArx88+fsnnzHB5++J0yJba3BYsXj+Xff39j8uRf6NBhoE37OnduP9u3f0XLlrdz223DbdqXI2jcuAPPPfe1Q/q2JProciGEJ9DIWcNPG0swA+aDyOmjv33w9dcvsmCBsgIICAgp2lP286trl/3JEyd2cPnycY4d22ZzRTBs2Ey+/PKJYkq0UHmWxNA2z5Yt89BoXKhdu2Gp+s7Eq69uwtXVHX9/228tXLlyij/+WEpwcBt69x5p1bZbt+7Ljh3LaNTI8alMGza8haysdLu4PMbEHGLr1vnk5mZVSUXgSMwmrxdC3At8BGillE2EEB2Ad6SU95l80EboJ6+Piopk+fIXjRo6QTmUs3KlMsBt27aI48e3c9ttj5kMGhcVFcmiRWOK5em1d3L1JUueYefOFeTkZBRTRLbijz++Yu3aN0lJuebQcM1VhQMHNvLRR/fRseNgXn11k1XbllJy5MgWwsJ6ODQ+jb2JjT3O0aNbCQpqSbt2dzlaHJuQmZnG9esXqFMnBC8vP6u1ay55vSVbQ9NRDodtB5BSHhJC2PdcuQGMxc0vib4h8+efP+XKlZMIIejU6R6eftqf/Pxc3nlnD40atS2qt2bNG6WStefkZDB//ki++24akyf/YrPwEqB8tkIlAObzKFuDvn2fom/fpyyun5WVwZkzuwkJaa9miTJAUFBLHn30ferWtb4hVwhB+/YDrN6usxMc3JrgYEPBCaoOn302lCNHtvDKKxvtmpPEEmNxrgGPIYenrLTETbSkV0/r1n0JDGxBkya3ApCRkUJ29k08PWsUe86Y8bSgIJ+4uHO8+24/m/puO1P4ZGOMGxfIe+/dwc6d3zhaFIs5dmw7L77YjClTbB80NzAwjPvvf63KxsUpibmdBRXLCApqRVBQS7O5v62NJSuCY0KIxwAXIUQYinfPX7YVyzzm3EQN2QaefvrLYnVeffUnkpOv4O/foFi5uVDMSUmxNp2hOyJ88pQpncnJyWD8+JU0btzBbH1f3zpkZ98kIyOVxx/3QAjBnDkXqFnTdAgFR5Kdnc716+eLcieoVJxDhzYzf/4TtGrVm5deWmf+gQpw+PCvuLi4ERraDQ8Pb5v25ShGjvzMIf1asiKYALQBsoFVQCrwki2FsgRToSa0Wi+ee2652UG6Y8dB9Os3GlfX4vrQ1EnaQmw5Qzf22WwZEiE6+h8uXz5RFEvJHJ98cprIyDzuvfdV8vKyyc3NwsfHubeImjXrSu/eT/Lww+/YvK/4+BhOnowiMbFUxJQqhVbrQWpqPDduGD5QaE2WLn2WmTP7k5Jy1XxllTJhVhFIKTOklG9IKbvowjy8IaXMMvecrTE2WPv41DZq1M3LyyEm5khRwC5jFEat9PGpbbKerWbow4bNLOWFYeuQCIMHT6J792EEBVl2kvmvv1YxYUJjnnzSuygr2cSJoU4dhM/Pry7PPvsV99//ms372rnzW95++3a2bl1g874cSWhod+bPv8obb2yzeV8tW/aiZcte1KwZaPO+qhtmt4aEEM2B/wMa69eXUvaznVjmKRn2oGbNQCIiPjS5Cvjjj6V89dU4PDx8eOONrSxbNoEGDVoxblzpEEfh4RF06DCYrVvn8+uvcw3OQmw1Q3dESISyhAooaagvdDu1h1G7suDvH0hYWI8qf+pXq/VAq7XPdqCh/9OqRlpaIlOn9gAkn356xm79WmIjWAcsQIkFZF8LhhnCwyM4e3YvKSlXefbZZWZPcNat2xQhBK6u7pw9+zfnz+/j6tWTGIl1h49PTR544HWklKxdW3wbyNYzdGcIy2AMcwnubRWR1Rr8/PNnnD+/j0GDJtK0qe2Mxn37Pk3fvk/brH2Vqomnpy/Xrp1BCEFBQb7BXBq2wBJFkCelnG9zScrJqFFmo10U0b79gKIzBadO7aJduwHUqhVs9rnw8AgOHtxITMwh8vKy7Ro4LT09BQ8Pn1J2DGty8eJRfvvtS0JC/r+9Mw+vojr/+OdNQkggASRhF8IqiIAbghSkitC61aVSAVFwARTEDbVW/VmXioIKrQVkkWIRtVirUi2uUESjrQqIoIAWBGRfIlsSAlne3x8zN07CvckNuTP3Tu75PE+ezJ05c+Z7z9yZd+ac877vqfTvX3nawcoG6qOREzhc3njjMXJzc2jSpIOrhiCemDfvLvbu3cSoUX+hbt0GrhyjuLgI1ZLSBFM1laSkWkyatI569RqVdrl6QThHektExohIMxFpGPhzXZnLdOzYm/vue5ebbqo4KdqcObdw550dWL/+v9Sv34QxY+YxZcomT4zANdckM3LkCWzYUPGYRnVZseItFi2azvz54UX7qCwnhBdx/o+XRo1ak5CQxOuvP1Im+Y7h+Fmx4k0+//x1VweMv/02m2uvrc348d4GY4sGzZt3JC2tYci4aW4QjiEYDtyDNWV0uf23zE1R4bJr1wbmzr2dRYtmulK/laxmFsXFViK2QB+4VzePwGvh/v07XT1Ow4YtyMhoVepfURkVzaryOtdAVcjOfolt29ZSUlIEuHs+p069hhEjGrJ8+VsRrzvWGDx4Arff/ndXpw4XFOSSkJAYMt+zoXqEE2soZke7Vq16n3ff/TMpKWlhdWkA3HJLK/bt20Zqajr5+QcqHGS2ktUUlVnnZR/4jBm7SElJcz1kct++w8pEVq0M52D23r2bS5PQexEKozpU5KgXac15efvIy9vn6VNdtOjZ80rXj3HGGZfw4ouFFBUdmzyqpvHJJy+zevUi+vYdXpp7wm1CGgIR+a2qPmkv/0ZVX3Vse1xV7/dCYEWkpzcqfZoNlwMHdqFaQn6+5Sy9f/+OkDNdouHY5SSW48jE8mB2KLw8n3fe+RpHjuRRu3bNdHyKBiISlXy+XvPdd/9h6dLnyco61TNDUNGj5mDHcvnOY3fjzYbJ2WcPZNq0rTz6aPiOznXrHhvIKZRzWDQcu6LBnj2bOXhwb7RluI6X5zM5OYX09AySk1MiXnessX37t3z88Tw2bPgi2lJqBL16DWLkyOfo2tW78ZCKDIGEWA722TeEuuEFeyqMdr7d2bNvZuTITObMucXV4zzyyDncdFMjnn8+/ExafmTQoPEkJpaddRLLYxp+YfnyN3n22WF8+ul8147xr389zcSJF7Fq1fuuHSNW6NSpD/36jfA0wF5FhkBDLAf7HBUOHtxLfv7BKu2TlhZ8wlOwp8KAh3FmZhYi4nlWsh07viM3N4fNm7/y5HhexOmPJn36DOXmm+d4cj7nzr2d6dOv48CB3RGvO9bIyjqV3r2vpnXr0107xvffL2flync4eHCPa8eIZyoaLD5VRA5iPf2n2svYn8N63xWRC4BngERgtqpOCFHuSuAfwFmqGvaMpCee+CWbNq3gzDMv4+67F1RaPjv7JfLyjk2pl5SUHPKpMJp94Zdeei+dO59Lp059XTuGld4zARAWLZpBZmYr3/X9VwWvzudnn/2Dffu2c9VVj7l+rGjTrdsvXM8PcMUV/0efPkNdNTaxwuHDh1i7dimq6lka0pCGQFWr5dImIonANGAAsBX4QkTeVNU15cqlA7cDVZ4sH5gGGK4TyyuvPBA0lWVKSnpM3vxOPfWXrsadLx8qIifnBxMiIkJcf/008vP3k55ecbwqQ3i0bHlK1NNyesWBA7t46qlf0bhxm+gbggjQA1ivqt8DiMh84DJgTblyfwAmYvkqVImJE7+ipKSk1CBURqhZI3l5sZ103S28nE4ZS4wa1ZjDhw/w9NNraNKknSvHOOusy12pNxZRVY4cySMvbz8ZGZV76hsqpn79Jpx22oVkZmZ5dkw3DUELwBmDdyvQ01lARM4AWqrqQhGpsiEASEhIICEhPLfzUHkGYnUW0Pbt3/KPfzxM7dp1K/WAPh6iPT02WuTn76O4uIhdu753zRDEE/n5Bxgx4gRSU9OZM6dqY3bh8s47z5CcnMrPf35djQ8zkZqazr33vu3pMb0LZlEOsTqmJwN3hVF2lIgsE5Fl1RksivYsoKqyc+f/+M9/5pOdPc+V+uNlemx5Ro9+gXHjFnDSSb1cqb+oqJCPP36RZcvedKX+WKNOnfqkpqZTp04DiooKI15/SUkJ8+aNY/bsm/DxhMWYxs03gm1AS8fnE+11AdKBLsCHtvdlU+BNEbm0/ICxqs4CZoGVvD6wfvTo5hQXF/LQQx/RokXlcfSjEd65OrRocQrNm3ciI6Nl5YWrSHb2SxQU5B6zPpYNY6To3XuIq/Xn5x/g2WevJS0tg+7da75/hoi49iYA1ljgxRffxZEjeSQlxUd2OVUlP/8AtWqleOKL4qYh+ALoICJtsAzAYODqwEY7D3JpSisR+RC4uyqzhgI5AirLJubETx6xTZq0YdKktRGvt/wgcYC0tAyGD3/GN+1TXbKzX7LDZPxAZmbkHgoSEhLo3fvqKv0uDaFJSkquUr6MmsDTT1/GihVveZbE3jVDoKpFIjIWeA9r+ugcVf1GRB4Flqlqtd+bR4yYyb59O47JOVzTiPQNK1Q+gZSUtLgwAgsXTub9958lJ+eHYwIKQvVnTKWlNWTsWBPV1HD8pKdnkJqazpEjwfN+RBpRjQnfsLBp1667jh8fE8FPPWHBgom89tpDZXIJJyfXqZYj1JAhCQTzCRSR0nwNNZk//KEfa9YsCbotMzOLKVM2eSuoBvD664/x+eevMXDgI3TvfmlE687PP8C+fTuoX79xSIfQmkakk9LUqQOXXSbLVTVoEo6oDRYbwuOVV353TEL5ULGRwiVeB4kDnH32b0Jui8SMqaKiQvLzD7gycBqr7Nu3nc2bV7J376aI17169SLuvvtkZs0aEfG6YxWvMpOVHs/To0WQ9eu/4IknLuDFF49r1qkvqChOfnVuWH6bPRVpBgwYHXKOdiSM4dq1S7nxxgZMmBATsRk9oX//mxk/fhn9+o2KeN0JCYk0bdrB03n18Yabg8Wu8vbbk1m16j1WrXqPzz57NaZn/xwPgQHdUFTnhuW32VNuMGjQ+GMGzCNlDIuLi0hJSSM1Nb3adfmFrKxurtV91lmXx5WDHlhJ7KdOHUpe3j4ee8zdDIXgU0OQnf0SX3zxRunnSA70xQoVJYiPxA3LT7OnIk1+/kEKCws4++zfsGbNhxE3hqeddgHPP38oAkr9yebNX/G3v/2OHj2upF+/+OnOiSR16zZg7dqlFBYWkJ9/gDp1jg2fH0l8aQheeeWBkP3mNeXmVlGC+EhEzNyy5RvmzBlDs2YnMWrUc9Wqy29s2bK6tL+5c+fzuPLKh+jYsQ/NmnWIsjJ/s3TpX/n668Wkptbjq6/epUGDZsYQHCcJCYn89rcLadQoi5QU998sfTlGEA+hEUIN6CYn14mIsduw4XPWrfuITz99udp1+Y2mTTuUjpGsWbOEmTNviKuBSLdYtmwB2dkv0rRpB8aOfZmuXftHJEfB7Nk3c9ddnVi16oMIqPQPXbr0o0mTdq6nqgWfGoJ4mPUSakB35MhZEam/WbOT6NSpL6effnFE6vMT9es3Zu7cPPr1G1m6LpKzNLKzX+KRR37O4sWROVd+4bzzRnDDDdM566zL6d79MmbOvIGpU6+udk6G9PQMjh49HDRysCEy+LJraNCg8Uybdk2ZdTVt1ovbA7odO/bmoYeWRqQuv1HWQS8r4gPlu3d/z7p1H9Gp0zkRq9MPlPeA7d79CkApKDhE/fqNq1zf4sWzyMnZQocOvfjkk5fjIheBk/37d/Lee1NRLWHw4MddPZZvHcpuvrkZBw7sBCSi4QEMNZtg4TWq66BXnpycLezatYGGDU+kadP2EanTL3z22Wv88MMqzj77qmrnD3j00XNZu3YpDzywmC5d+kVGoI/48cft3HJLC+rWPYHnnsvBjsl2XFTmUObLNwKAGTN2RFuCp3zzzb958slLSE6uw3PPVT+Q2bp12fz44zbatetBkyZtIqDQH3iRgyEjo6UrgQL9wDvv/Ilvv80mLa1htQ3BgAGj6dz5XJo37xghdf7ihBOaceWVD9O8eUdUS7ByfbmDbw1BvFG7djpHjx6msPBI5YXDYO7c29i06UvOOONS7rnnnxGp0w+EmmgQLE+Foeq0bdudnJwf+NnPrAivJSXFbNu2lszMLHbuXM+yZQto0+bM0jAUq1Z9QEZGS1q06HRMXb16DfJUe6whIgwc+JAnx/KlISgpKfFkJD2WaNWqK6NHz41YIpX09EbUqpVC06bxlZglVHIigIKCXFJS0qp9jGXL/snOnes544xL4u5pdtiwPzJs2B9LPz/55CV89dW7DBgwhg8+eBaAc84ZRvful6KqzJp1Izk5W3j88eW0aXNGtGTHPb40BAsXTuLll++lSZN2/OlP/4u2HE9ITk6hb99hEavv/vvfi1hdfiKYR3FSUjIXXXQXSUlVi/seKirsxx/P4/PPX6NRo6y4MwTladWqG9u3r2P16vdL1/XubUWjLyjI5ZRT+rFx4wqysk4rs19+/kG+++5TMjNbceKJnT3VHEvk5x9kzZoPKSwsoFevq1w7ji8NwY4d3wEadq5igyFApGZjlR90dnq3n3nmpWRmtqJZs/g2AgCDBz/O1VdPJD//ABs2fEHDhi1Kk0ilpqYzevRf+de/nmbq1KGMGvVc6RvZ1q1fM3HihbRr18OTEAuxyp49m5g06TIaN25rDEF5RoyYySWX3M3Ro4ejLcVTpk+/ns2bVzJ06NN07Xp+tOX4lkiE16ho0NkKYx25tzc/E/DPqFOnPl279g9a5qOPXmDLltVcdNEdtG9vpTVPTEymS5f+cf02ANCixcl06/ZLsrJOdbVL3JeGICEhIS5fuVeseIvc3By+/Ta72obgmmuSUS3hySdXh5Xmsybz6qu/58sv3+a8825kwIDRYe0TD97tkaS4uAjVEg4dyuH775eRlJRMSkoaHTr04le/uoeiokIyM1uXlm/XrjsPPBBfnsTBSEqqxX33vev+cVw/giFi9OlzLXv2bOTkk6vnqFRSUlKamat+/WaRkOZrli9/i82bV3LCCS3CNgShBp0zMlqxffu3iCTQqFEWSUnJkZbrO8aN68iOHd9xwQW3kZKSxoIFPzlHXXTRnVx77eQoqjOAy4ZARC4AnsFKVTlbVSeU234zcAtQDOQCo1R1TWX13nNPF0pKirn99ldp1aqLC8pjk+HD/1h5oTCZMmUTe/ZsJi2tQcTq9Cu9e19NgwbN6NnzymO2BRsQBitrVnkC3u0TJlzAnj2bmDz5OxPIDitXwbx542jd+nTS0jLo0uV8Dh3KITc3h4svvivoPkVFR0lMrFUtJ6qagqqyb98ODhzYRZs24XtXq2rY7eeaZ7FY3g/fAQOArVjJ7Ic4b/QiUk9VD9rLlwJjVLXCbB5NmrTV3bs3AtCgQTOGDn3KeBSHiVvJ2v1OqHYJ5oUcuDkVFR0tU0daWgbDhz9Dnz5D+eCD6Tz//FhmzNhJvXqNvP46MUdJSQm7dm2gadP2ZW5MxcVFJCYmoap8/fVitm79hgsuuA0R4cknL2HNmiWMG7eAbt0GRFF99Nm0aSX33Xc6zZt3ZNKkdUHLFBcXsWTJX+jf/6bSdZMn/5orrniQNm1Oj6pncQ9gvap+DyAi84HLgFJDEDACNnUJlki3HHv2/PQ6vn//jhqXh6Aiduz4H19+uZD09EzOOeeayndwUNEsl3hou1AEa5dp065h9uybggY6C3SplSclJa20HQcMGE2bNmcaI2CTkJAQ9M0oMfGn28+UKUM4dGgvPXr8moyMluTl7ePIkXzX4/D7gRYtTqZevcY0bHhiyFzGr7/+KAsWPE6vXoOoW7cBmzatZMuW1SxePIMRI2ZWegw3DUELYIvj81agZ/lCInILMA5IBioNKFL+wqxpeQgqYvHiGSxcOJkTTmheZUPgRWgFPxIqAdCRI3lVqicn54cyr+Lt2/eIiL54QETo0eNK+23LmhXz8MPZHD58iOTk1Ciriz61atVmxoydIbt5VJXduzeiquzY8R3t2/dAJIGCgjwaNAhvDDDq7rmqOk1V2wH3Av8XrIyIjBKRZSKyLNj2eJmpUVCQi4iwb992br21dYU5jctjZrkEp6IEQFVBVRk9uhnvvz8tIvXFGyNGzOD666fQsGELwDIOderUIympVpSVxQZOI7Br1waOHMkvs23MmBcYP35Z6QNIq1ZdmTZtCwMHPhxW/W4agm2AM/LWifa6UMwHgiYmVdVZqto9VP9WTcpDEIrs7Jf4+OMXCYzpBLp2wjUGoXI41K3bMGIa/UiodjkeDhzYxfz591fJQBsMVWHjxhVMmnQFN9xQj//+99XS9SJSZiBZREhISERVWbhwMnv2bAlWXSluGoIvgA4i0kZEkoHBwJvOAiLi7Di8GKhyvIialocgFBV17YQiO/slbr21NUOGJFBQEDyHbkHBobi+cQVLAFRVnFEhDx8+WCUDbfiJgoI8Vq58l3XrPmb8+AHMn39/tCXFFKrKp5/+jYSERB58cAk9ew5k27a1bN26hlCTfrZtW8sbbzzGE08EfcYuxTVDoKpFwFjgPWAt8HdV/UZEHrVnCAGMFZFvRGQl1jjB8MrqrV27rj1YImRmZkU0jnwsU9WuncAgqDXXXcnN/TFouaKioxUak5pOnz5DGTlyFmlpGce1v/XUVVxmXWUG2hCcGTOuY+LEC3njjcf4+utFbNr0ZbQlxRQiwtChTzFhwpd06nQOIsKCBY9zzz2nsGjRjKD7vPLKA5SUFDNoUMVRTF31I1DVt4G3y637vWP59qrW2aJFJ8aPDzpUUKMJ5cCkqowcmVk6dTFAqEHQYMT7OEEg5MSQIaHnXIsce8NPSko+ZhppgHhv0+OhS5f+7Nmzib59r6Nfv5HUq1f1rGbxRnp6Jg0aNKVjxz5Bt99xx6sUFh6hYcO6FdYT9cFiQ3hU1IWRm5vDzJk3lOmOqMogaDyMsYRDZmZWyPVjxswt89aQlpbBTTfNCbmPadOq07//TYwf/wW9ew+hZ8+BnHxy32hLill2797I009fxvbt63j22e20bBncsTYxMYmUlIqNAPgwxMT33y9n7NhWDB78RFx0CQUIfNfp04dTUlJ8zPZAF0+gXEVx953EyxhLOAQLUR1on4oC1YXax2Bwi7S0hqxc+Q6g5OcfoG7d6kUI8OUbQU7OlrgckOvTZyglJSUhtzu7IwYNGh/U8cRJPI2xhENgvCAzMwuR8Magjmcfg6G61KlTnzvvfI0//3lztY0A+DB5vYiUCs7MzLJD/sYPt97aOuSTfvn2GDYslcLCgrDKGgyGmktlISZ8+UYQIB4H5AYNGk9iYnAnm4KCXObMGcPIkZkMGSIUFhYgknBMedN1YTAYnPhujMBJPA7IBboc5s69ndzcnDLbcnNz+OCD6WXWqZZQUiKkpWWQl/fjcWfkMhgMNRffGoJ4fqoNDFxW1E3kRLWYlJQ0nnturwfqDAaD3/ClIcjMzDJPtVRtimg8dqMZDIbw8J0haNv2zLh0KAtGuFNEIT670QwGQ3j4erA43gk3Tk5SUnLcdqMZDIbK8d0bgeEnAl1jVnatzSQkJNrOZkIgx48zc5bBYDAEwxgCnxO4wZf1blWSk+sYxyaDwRAWpmuoBnA8IaoNBoMhgDEENQCTfcxgMFQHYwhqAKGybJmZQgaDIRyMIagBBJs9FM8OdwaDoWqYweIagHP2UE7ODyaMhMFgqBLGENQQKoqXbzAYDBXhateQiFwgIt+KyHoR+V2Q7eNEZI2IrBKRxSISPN2TwWAwGFzDNUMgIonANOBCoDMwREQ6lyv2JdBdVbsB/wCedEuPwWAwGILj5htBD2C9qn6vqkeB+cBlzgKqukRVAxPg/wuc6KIeg8FgMATBTUPQAtji+LzVXheKG4F3gm0QkVEiskxElh08uCeCEg0Gg8EQE4PFInIN0B34ebDtqjoLmGWX3TNkiIQXcrNyMgE/BOk3OiOPX7QanZElnnWGHIN10xBsA1o6Pp9oryuDiPQHHgB+rqpHKqtUVRtFSqCILAuVwzOWMDojj1+0Gp2RxegMjptdQ18AHUSkjYgkA4OBN50FROR0YCZwqarudlGLwWAwGELgmiFQ1SJgLPAesBb4u6p+IyKPisildrGngDTgVRFZKSJvhqjOYDAYDC7h6hiBqr4NvF1u3e8dy/3dPH4YzIry8cPF6Iw8ftFqdEYWozMIoqpeHs9gMBgMMYYJOmcwGAxxTo02BCLSJNoawkVEToi2hnAQkYxoawgH056RRUQiNlvPTfxyzcdae9ZIQyAiaSLyJ+AdEZkpIr+OtqZQiEgdEZkGvCsit9ozqRCRmDqy+Lv4AAALbUlEQVQ3dpv+EVgoIo+JyHnR1hQM056RRURSRGQ6sMSe6NHPXh+L7Rnz13ystmdMncxIICItgHlYGdwvApYS2zGMxgEZwHAgBWs6LapaEk1RTkSkA/AGUAzcAOwB7o+qqNCY9owsNwCNsZw9NwJzRCQlxtrTT9d8TLZnjTMEQAEwW1VvV9WdwN+BlSLSLcq6ShGRFPt/EpAMvKyq61T1KWCP/aQY9acEB3nALFW9W1XXYM0E2yEiMREbyrRnZBGRNOdH4D+qmqOqzwP/AR63y0k09AUhpq95P7RnrFwYx42IdBSRGSKSCqCqOcCHjiItgbbAt1GQVwYROUlEXgKmiEh329ciDejlKHYzcK2InBitpwS7TUufqFR1O2XjQNUBOqnqVs/FOTDtGVlEpL2I/B34q4hcLCK17U2NHcXuAa4QkXaqqtG4efnlmvdLe4LPDYGI9MF6JRyF1SWAiIiq5jmKJQObwglf4Sb2j3Ym8BWwCrhFRG4EJgI3i0gmgKpuAV4ERkZJ58XA68DdYueQEJEkVc11FGtI9C8y054RxH5b+hPwNdY19Svg98ALwEUi0gXANlb/xO7KUo/nn/vlmvdLewbwtSEAcrD63E4CrheRrCANeTqwAUBERkbxdbEdkKeqT6rqFGA2cAWQCkynrAPJd1jRWqPxurgLGIrVpveKSJqqFolIgkNLZ+AbW9/VInKSxxrBtGekaQbsB8ar6j+BPwADgA5YBvcB+WlGzrtApAI/VhW/XPN+aU/A54ZAVddi5TxYD3wAPArH9AWfD2SIyGvA1Vj9iZ6jql8DrUWkr71qFbAY+C1W0L2GIvKQiFwFjAAO2/t5+oSgqsuAdXabvgvMsDeJQ0sfoJGIvIF1kyv0UqOt07RnNXEaRVXdhhUBeIDj83TgcdvQ5gGPiMgIrLeuH73QGERnzF7zTg2x3J5BUdWY/8N6da7n+Czll4F0YD1wfrl938F62hrokdZMoIlTH5BgL98KvOjYdhrwF3ufk4BhwPvA0GjoDNKm9bCeas5ybKuNddNdDlzlgc5mwM/KrYvF9jxGZwy3543l1iXa/68Dsh3rG2ANvJ4GnIDVvTHfw/a8McS2mLnmsXKsPA0kx3J7Vvo9oi0gjIZ+ECto3XzgYXtdQrkygYa/A/iXvTzEvgmf66HW/wPWYaXdnODUZi+3B14DhtufM7CC8jX1uE2D6QzVpg8CS+zlC+z/l3uo9RusJ+kz7M9OgxUT7VmZzlhpT/vYy4FxIbYnAP8G7nCsewHo4nFbVqizXHtG7ZrHmojwNTAVa5JC+WsoJtozrO8SbQEVNHJdrOikrwBNsJ7wDgCt7e3HPMHay/vscn8BUjzSmgJMwLL2jWy9+UDDwA/CUfYXWP2XZwBXAUuAVrGgs1xZZ5sWAYeAZ4BaHmlNsC+ud7Bene8E6sZSe4ahM9RvNBrt+bR9zGOOV07bmVjz2y8HrrFvyJ09bM+QOivQ7Ok1z09vpFNC3dT56a0lqu0Z9neKtoAgDdjA/p8EnAskObY9B9wQYr/6WIZjFdDbS632cjPH8rnA34BTQvw4RgN/tn8Urmutqk7H9ky7zb/0Wqdj3VTgbvum2TfW2jMcnbHQnsDJWHnB07Eeqm4Azi5XPnCDuwx4BPgI6BNrOh1lPb3my+lMAFZjPUydYuu4DsdDFT+9tXjansf13aItwNFoGfbF9D5wG9DesU2wpoQtAU4LsX8C0C1KWjvZ65OwnlA3AZOAz7FeVwM/COeTbGKs6nTsn+TRBebUeStwsr2+PfBXe3kc1hP3HcCJgd9FFNszbJ1Rbs/bHDofxhqI/hR4CGumyjDH71Pc1hYJnY79Pbnmg5z3rvb6x4E/2utvwnIMfNxxnSW4rS1SfzExa0hEzsZ6td4LPIY1AHObo0gC1g/jKEHSXYIVQkBVV7ksNZTWMbaGImAF0FZV78J6Chhn60cdDk2qWhyrOh0ai1T1E491nujQuR44KCKJQEfgdqCn2o5Xal9t9rLX7Rm2TofGaLRnC6w3JrDeVh4F+qvqI1iJo8Y49CkeUR2dAby45kOc9xvtzYEuyVdVdSZwL9AU22FMYygMR2XERPJ6rJkUk1V1PpRGjjzf9sQrVNViEWlrL+8RK6BUcqB8jGhNAY6oamnCaVVdKCJ3Y/3INxmdVdJZC2t+fVesV/8NWP3HKiIdVPV/RmfYOvvb5/2Aqv4hUFBV3xKRcVg3N6/nsftZ5wB721IsL/YzbJ2rbUdG3xiAAJ4bAtsLsMyTh6quE5Etjm2FWF1DTs/A84FUEXkB66nr3hjTWuDcR0ROxnqC2AxsNzqrrLMQ+EpEsoGPVfV9EWmDlfva1XnhNVBnu8B5d+zbGeu8byJ2zrtfdLa1t60XkanA78SKZ9UW6616o5s63cDTriERqeVs6HKOInmOba2xnq6cZAJdsObl9lTVD2NUa20RuRZrttO/VfU6VT1qdB6fTlV9UFXft5c3quoTaoWNMDqPQ6eIJInIFVjTsRer6vW2MTM6j++8r8TqtsoG3lTVS9RyHvMVnhkCERkLLBIrBvevwOqTdHrjOZbbAp/Z634tIvWxwva2VlXXc3lWRytWALH3sPqIpxmd1T73Td3UFm86sWbaLAV6xPJ594tOEWmuqj+q6muq+hc3dbqJ64ZARBqK1Z3zS+A+rEGX4fbrc+mAioh0058GVzoDJ4nIO8BvsMYD1qnqYR9oTVTV3W5qjSOdV+JBf2sc6RyINZPlx/JdMEbncZ/3Irf0eYq6P/UqEStSYGDOd1vgr9hz17FG2V8APgaaA62Ag1hhZT3zYPWTVqPT6DQ640enJ23hQuMmYTnWtHSsS3MsJ2A5jHSwPw8AxpSr43qPfgi+0Gp0Gp1GZ/zojMZfpBu6K9b89F3A30KUORl4O8S25EjqqQlajU6j0+iMH53R+ov0GMFeLFf/Tlghgn8BICKJjlH4Zlg5WhGRnmIn7RYRURdnrfhYq9FpdBqd8aMzKkTUEKjqDuAVVd2H1dcWyLpTjBUmAuBUIFlEnsJyzw7s65lXo5+0Gp1Gp9EZPzqjRcRnDelPs1BeAApE5DZ7fYltefsC/YAfVfVnqrok0hrCxS9ajU6j0+iMH51Rwc1+J6xpWZ/Zy93s/5fiGKyJlT+/aDU6jU6jM350etYeHjT4u8ARrMh8mdH+wjVBq9FpdBqd8aPTiz/XHMrESs79GNZI/FhVvUgdgc5iCb9oNToji9EZWYxO/xJwpHCncpELseLYHKm0cJTxi1ajM7IYnZHF6PQnrhoCg8FgMMQ+MZGYxmAwGAzRwxgCg8FgiHOMITAYDIY4xxgCg8FgiHOMITAYDIY4xxgCg6ESRKRYRFaKyDci8pWI3CWO7FUh9mktIld7pdFgqA7GEBgMlXNYVU9T1VOwYtRfCDxUyT6tAWMIDL7A+BEYDJUgIrmqmub43Bb4AsgEsoB5QF1781hV/VRE/ovluboRmIsVAnkCcC5QG5imqjM9+xIGQwUYQ2AwVEJ5Q2Cv2w90BA4BJapaICIdsJKedBeRc4G7VfUSu/wooLGqPiYitYFPgN+o6kZPv4zBEISkaAswGHxOLWCqiJwGFAMnhSj3C6CbiAy0P9cHOmC9MRgMUcUYAoOhithdQ8XAbqyxgl1YSU0SgIJQuwG3qup7nog0GKqAGSw2GKqAiDQCZgBT1epXrQ/sUNUS4Fog0S56CEh37PoeMFpEatn1nCQidTEYYgDzRmAwVE6qiKzE6gYqwhocnmxvexZ4TUSGYcW3z7PXrwKKReQrrNSIz2DNJFphZ8PaA1zu1RcwGCrCDBYbDAZDnGO6hgwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4pz/B46wlFoKjE7MAAAAAElFTkSuQmCC\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 0, {'val_loss': '1.6190637350082397', 'val/kl': '0.5031337738037109', 'val/mse': '0.3089987337589264', 'val/std': '1.0617789030075073'}\n",
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"\r"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "cbd1b6424aa84e4ab8e3186941fdda74",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
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"output_type": "display_data"
|
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},
|
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{
|
|
"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n"
|
|
]
|
|
},
|
|
{
|
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"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
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"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
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]
|
|
},
|
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"metadata": {},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
|
|
"metadata": {
|
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"needs_background": "light"
|
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},
|
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"output_type": "display_data"
|
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},
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"step 4389, {'val_loss': '-1.344988465309143', 'val/kl': '0.00020843140373472124', 'val/mse': '0.0055994573049247265', 'val/std': '0.07038313895463943'}\n"
|
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]
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},
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{
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"data": {
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|
"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
|
|
"version_major": 2,
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|
"version_minor": 0
|
|
},
|
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"text/plain": [
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|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
|
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
|
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"metadata": {
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"needs_background": "light"
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},
|
|
"output_type": "display_data"
|
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},
|
|
{
|
|
"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"step 6584, {'val_loss': '-1.0654047727584839', 'val/kl': '0.0002335252647753805', 'val/mse': '0.006818015594035387', 'val/std': '0.06158881261944771'}\n"
|
|
]
|
|
},
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|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
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{
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"data": {
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"image/png": 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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 8779, {'val_loss': '-1.3153259754180908', 'val/kl': '0.00018677482148632407', 'val/mse': '0.003928155638277531', 'val/std': '0.046489667147397995'}\n",
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"Epoch 3: reducing learning rate of group 0 to 2.0000e-04.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:Epoch 00004: early stopping\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:\n",
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" Name Type Params\n",
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"0 model LatentModel 798 K\n",
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"1 model._lstm LSTM 207 K\n",
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"2 model._latent_encoder LatentEncoder 98 K\n",
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"3 model._latent_encoder._input_layer Linear 16 K\n",
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"4 model._latent_encoder._encoder ModuleList 32 K\n",
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".. ... ... ...\n",
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"70 model._decoder._decoder.3.linear Linear 65 K\n",
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"71 model._decoder._decoder.3.act ReLU 0 \n",
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"72 model._decoder._decoder.3.dropout Dropout2d 0 \n",
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"73 model._decoder._mean Linear 257 \n",
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"74 model._decoder._std Linear 257 \n",
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"\n",
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"[75 rows x 3 columns]\n",
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"INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn3/version_2/chk/_ckpt_epoch_0.ckpt\n"
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},
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"data": {
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n",
|
|
"\n",
|
|
"None\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"name = 'anp-rnn3'\n",
|
|
"\n",
|
|
"params =default_params.copy()\n",
|
|
"params.update({\n",
|
|
" 'det_enc_cross_attn_type': 'ptmultihead',\n",
|
|
" 'det_enc_self_attn_type': 'uniform',\n",
|
|
" 'latent_enc_self_attn_type': 'uniform',\n",
|
|
" 'use_deterministic_path': False,\n",
|
|
" 'use_rnn': True\n",
|
|
"})\n",
|
|
"trial = optuna.trial.FixedTrial(params)\n",
|
|
"trial = add_sugg(trial)\n",
|
|
"trial.number = 2\n",
|
|
"\n",
|
|
"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
|
|
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
|
|
"\n",
|
|
"logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n",
|
|
"\n",
|
|
"trainer = pl.Trainer(\n",
|
|
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
|
|
" checkpoint_callback=checkpoint_callback,\n",
|
|
" max_epochs=trial.params['max_nb_epochs'],\n",
|
|
" gpus=-1 if torch.cuda.is_available() else None,\n",
|
|
" early_stop_callback=True\n",
|
|
")\n",
|
|
"model = LatentModelPL(trial.params)\n",
|
|
"\n",
|
|
"trainer.fit(model)\n",
|
|
"\n",
|
|
"# plot, main metric\n",
|
|
"loader = model.val_dataloader()[0]\n",
|
|
"vis_i=670\n",
|
|
"plot_from_loader(loader, model, i=vis_i)\n",
|
|
"\n",
|
|
"print(trainer.test(model))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:01:21.281138Z",
|
|
"start_time": "2020-02-15T07:01:20.834255Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T09:29:14.568668Z",
|
|
"start_time": "2020-02-15T09:29:14.505166Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# # plot lots of metrics\n",
|
|
"# loader = model.val_dataloader()[0]\n",
|
|
"# for i in range(0, len(loader), 10):\n",
|
|
"# plot_from_loader(loader, model, i=i)\n",
|
|
"# plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T07:00:04.268233Z",
|
|
"start_time": "2020-02-15T06:57:58.700Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"source": [
|
|
"# ANP"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T09:55:16.783205Z",
|
|
"start_time": "2020-02-15T09:29:14.572380Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"INFO:root:gpu available: True, used: True\n",
|
|
"INFO:root:VISIBLE GPUS: 0\n",
|
|
"INFO:root:\n",
|
|
" Name Type Params\n",
|
|
"0 model LatentModel 2 M\n",
|
|
"1 model._latent_encoder LatentEncoder 609 K\n",
|
|
"2 model._latent_encoder._input_layer Linear 2 K\n",
|
|
"3 model._latent_encoder._encoder ModuleList 32 K\n",
|
|
"4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n",
|
|
".. ... ... ...\n",
|
|
"226 model._decoder._decoder.3.linear Linear 147 K\n",
|
|
"227 model._decoder._decoder.3.act ReLU 0 \n",
|
|
"228 model._decoder._decoder.3.dropout Dropout2d 0 \n",
|
|
"229 model._decoder._mean Linear 385 \n",
|
|
"230 model._decoder._std Linear 385 \n",
|
|
"\n",
|
|
"[231 rows x 3 columns]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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uV1FxFHl5uWzYMIuZM+9kzJharF//rqNFshqLFo1m1qxBpKcnF5UFBDQiJKR9KSUQF3eet97qztdfv2BvMZ0SdWvICgQENDK4Iqhdu5EDpFFRMc6NG9dYteq1oveOTONobdq1u4sbN+Ismvlfv36es2f34ubmYfB+QUE+N2+m4O7ujVZruI4pjh/fQVJSLC1ahFOnTkiZn7c3NlUEQoiBwOeAC7BESvlBifuNgOVATV2d16SUP9tSJlswbNjMYjYCADc3d4YNU1MwqzgXLi5uDBqkGC8HDZroFCkcrcW4cd+UKktMjGXbtoX4+NRi0KCJReWhod2YPj0KIQxvinz88QMcPLiJSZN+pHPn+wzWMcXWrfPZvXsN48dHFlMEubnZzJjRl6ysdGbPPlLmdm2FzRSBEMIFmAfcCcQC+4QQG6SU+vng3kRJaj9fCNEa+BlobCuZbEWhQVjxGlJWBl27DjVqKFY9jFQcRc2a9Xn88Y8dLYbdSE9PYv36d2nYsG0xReDpWYMWLW4z+pyPT228vWuSl1e+RPMtWoQDgvr1w4qVu7pqiY4+SG5udoXzHVgTmxmLhRA9gOlSygG6968DSCnf16uzEDgvpZylq/+xlLKnqXad0Visz5YtX7Jx4ywSEi4ZHORLehgBaLVejBmzSFUGKnanoCCfJUue5dKlf5k2bafTebNYSl5eLvn5uWi1nsWCy6WnJ7F581wCAhrRp8+TFrcnpbQozWV5OHt2L56efgQGhqHRuNikj5I40ljcAND32YrVlekzHRghhIhFWQ1MMNSQEGKsEGK/EGJ/amq8LWS1CuvWTWPFikk647EsciONioosqrNmzRvFlABATk4Ga9a8YWdpVaojiYmXiIs7V5STV6Nx4dix3zl7di9Xrpx0sHTl5/Tpvxg1ypt33y1+mMzHpxZDh04rpgSklCxY8CR//PEVubmGZ/xlUQLHj+9g9ux7WL/esq3g0NBuNGjQ0m5KwBIc7TU0HPhaShkMDAK+FQY27aSUi6SUnaWUnS1JNuEovv/+HXJziye9LjnIqx5GKo7k++9n8NJLoezY8XVR2ciRc5g27U/q1w91nGAVJCcnAzc3dzw8zLvCnj+/nx07vmbVqslWmfVnZKTwzz8/cebM7qKypKQrZGXddPqk9YXY0lh8GdDP9BCsK9PnaWAggJRytxDCAwgArttQLrujP8irHkYqjsTT05eAgJBi8fc7dRrsQImsQ4cOd/PNN1nk5+eVupeSco1z5/bRoEEr6tcPpUGD1jzzzFfk5mYZPFAGcOLEn6xZ8wahod0YMeIjo/1evPgvoaHdePnl9UX2ACklL7wQQn5+Ht98k1WUOrOQgwc3cfLkTrp0ebDUSWhHYcsVwT4gTAjRRAihBR4FNpSocxHoDyCEaAV4AM6792OGgADDbmL6g/ywYTPRaosbiLRaL9XDSMUujBjxEXPnRleJwd8QLi6l57Y//PAeH310H3v3fgeAh4c3ffo8yZ13Pme0nZycTE6diiIm5rDROvHx0bz2Wgc++eRBOnW6pyi/QG5uFjVq1MHHp1YpJQBw5MgWNm6czdmze8v68WyGzVYEUso8IcR44FcU19CvpJTHhBDvAPullBuAScBiIcREQAKjZGVZSxnAkBtpyUE+PDyCS5eOsWvXCpKSYqldW/UaUnEsBQUFuqidRxk5ck6lSa9oKS1ahBMbe4xatSx3lW3WrCtvvbW9WC6Bkly9epoaNQKoW7dZMQWk1Xoyf/4Vo8916nQPNWsG0ry5Sb8Yu6KGmLAyha6hiYkXDQ7yBQUFREQoRiIhBNOm7TTpxqaiYg/GjWtAcvIVPvnkNIGBYeYfcDI2bJjN0aNbGTToZTp0GGi03vLlL+HrW4c77ni2VNTR8pCbm01mZionTuzg6tXT9Os3Bme0Y6rJ6+1EfHwML7/cHDc3T776KsVovbi4c7i4uJGfn4uUkqSkkmYTFRXbkJJyjcmT29OwYVvefHNbsXuDB09CCIGXl5+DpKsYMTGH+Pff3+jVa6TROunpyfz22zwKCgro12+MVfp1c3PHza0OGzd+yLlzf9OqVW+nVATmUBWBlUhLiycvL6fIWPXpp0M4duwPHntsNv36jS6qFxgYxooVOezZ8x1arQctW/ZylMgq1Yzk5Kukpl7HkAu2fqjkysiQIdPo1WskDRveYrROVlYaY8YsISXlKn5+dc22+csvn5OaGs+QIdNKna84cmQLrVv3LSrv2XM4rVv3wde3LkePbmPlysl06HA3jzwyo1S72dkZXLx4BCkLnGZ7SFUEViIoqDWvvLKxyC/51Km/uHkzmcWLx7B+/btFdoKSJ4otzaOqolJRQkLaMW/eZbKzbzpaFKsTFNSCoKAWRu9HRr7Cpk0fERHxIfff/5rRevqsX/8uaWkJDBgwnpo16xeV37yZwvvvD6BevWZ8+ukZhBAMGvRS0f3Tp//iwoUDNGjQymC7cXHnmDq1Bw0atOKjj44brGNvVEVgJTw8vOjU6R5AsRPcvJlUdC8hIYYFC55ECEFeXk5RmZqzQMWeaDQu1Kpl2PgppeTChYNcvHiE3r1H2exUraMIDGyBl5cfOTmZFj9z990vIWUBrq7FPX9SUq4SGNgcb29/g9/Trbfey4wZe/H0NDzJq1mzPk2bdiYwsHnZPoQNUY3FNsBYfgJD+PjUYvHiRBtLVPlR4zPZFiklY8cGkJ6exBdfXCx2zqAysGnTx2i1HvTtO9qgy2ZeXi4ajYtVPaLy8/OKvIVyc7NJSIghPz+P4ODWVuvDWqjGYjtx6NAvrFs3jZCQ9kZPDxsiPT3JfKVqjpoBzjps27aY6Oh/6N17FKGhXYvdE0LQpctDZGffNBp2wVkpKMhn1arJFBTkGzUC2yKGkr7L6KlTUcyceQctW/Zi2rQdVu/L1qiKwEqcObOb8+f3kZAQY/T0sCF8fCruwlbVMRWfSVUElnP48C/s27eeNm36llIEAGPHLnaAVBUnLy+Hhx6aSmrqdaMnhctDamoC8fEX8POrR0rKVVJS4mjatDN+fnVLHVyrXbshdes2pVatBuzatYq4uHN06zbEqJ0AlFWYlNIpzm2oisBKtGhxO+3bDyQwsDnNmnUtdbDMEFqtFyNHfm4nCSsvanwm6zBgwARat+5L06YGdwcqLVqtJ0OGTLV6u5s3f8769e8yZMh0rl8/x86d3/LAA1P44Yf3CAvrzvTpu4oG8cDA5nz+uZLk58MP7+PgwY00anSLUUXw6adDOHBgI6+9tpm2bfsZrGNPVEVgJdq1u5N27e4sVvbVV+PIzEw1WF+jcVFDT1uIsRWWEBqioiLV79BC2rTpS5s2fU3WycvL4cqVUzRqZNwNs7pQr14zmjTphK9vAF5evuzc+S0//PAeoLiAGpvJ9+w53KQSABDChfz8XNLTncM+qBqLbUxUVCQLFjxJfn5uUZlW68XDD7+DVuuJn189unUb4kAJnR9DORwK0Wq96N17JP/887NqSK4gisG4DunpiSxYEGeRr70zEBNzGCE01K8fVq60kpZy+PCvfPzx/YSHj+Dee1816PWTk6MEmTPndZWRcQNXV3ebyquPmrzeTpw8GcWWLV9y9uy+YuXh4RF07foQoPxhBASEMGbMIhITY1m27Hm++eZFB0hbuQgPj6BBg9YUfof65ORk8NtvC3QrBsM5IFQgK+smUVGRnDy502gdIQTBwW2oXz+MhQuf4s03uzlVYDRjrFw5mcmT23HkyBab9tO2bX8WLoxn7NglBpXA4sVjGTXKi+nTw8225eXlZzclYAmqIrAS3303jWXLnmfFiuInNNetm84//yhpmPVnq4GBYXh41DAasVTlP7Ky0rlwYT9KXEJDFC9XE/2UJj4+mnnzRrB4senQCm++uY1PPz2NVuvJuXN/Ex8fbR8BK0BAQCMCA5ubPFBWEQoK8klNTUCjccHT03i+g7Zt76BGjQC6dHnIJnLYEtVGYCVq126Ih0cN6tX7L7lHVFQk33//DoUDVULCxSK3x7vuGsddd41zhKiViqioSFaunFzm51RDcnFcXbX06PFosROyhij0hnnwwTcZNGgiQUHG97mdhTFjFtmk3Rs3rjNlSqeieGB16zbh88/PG63fo8cjdO/+cLFtYGNERx/ihx/eIyiohcEwFPZGVQRW4rnnvua5574uVqbMSg3PVtU9bPOYsg38h8DQSkFN9FOcwMAwXnhhlcX1Q0La21CayoGnp2+REvDy8qNGjQCzzwghLHJhzcpKY+/edbpYQ5VAEehSR7YHgoBM4KiUskplELMVqttjxTB0fgAUjyspC6hduxEdOw5ix47lJnNAqFRdcnOzcXFxs4kvvlbrwdy5MdSoEYC7u5fB7GflJTi4DRMmrHKarWGjikAI0QyYDNwBnEHJHOYBNBdCZAALgeVSygJ7CFoZMZWW8tKlY7z66i1oNBoiI633B1aVMKZIpSxg5cr//uyaN7+Nr79+gZs3k/Dxqc3IkZ+rK64SpKcno9V6oNV6WlQ/MTGWXbtW4u3tT//+1gnZbAt+/XUu69ZN5cEH3+KBB163evsBAf+tLA1lPysvPj616NnzUau1V1FMqdF3gRVAMynlACnlCCnlUCllO+A+wA943B5CVgaef74Rw4dr+O67t4vKTKWlVJJiSAoK8u0saeVB/59Qn8Jtn8IAfm5uHkVB/kJDu6lKwABfffUcI0d6sXv3GovqJydfYdWqyWzbtsDGklWMpKTL5ORkmjTiqpjHqCKQUg6XUv5pKHWklPK6lPIzKeVyU40LIQYKIU4JIc4KIUrFfhVCfCqEOKS7TgshjGd0cXKUrQmJRuNSVBYeHsGYMYsICAhBCFHkOhoeHoGvb10++eQ0ixcnO05oJ8eYIr3lljuIiHDlueeUSJqHD28uut+6dR97ilhpKCjIx8XFjRo1LEuaUrduEwYPnkS/fmNtLFnFeOKJT1m6NIXbb3/CJu1v27aI4cMFI0ZoOXp0m/kHysD+/RvYvHkO6emOHwMsWusIIXoCjfXrSym/MfOMCzAPuBOIBfYJITZIKYsCcEspJ+rVnwB0LIvwzsSnn54lLS0eP796xcrDwyMMzlA1Gk2lTAloTwq/t5KpP2vUCOCPP5aSmXkDUNz2rl8/T5Mmt3Lvva84UmSn5aWX1lFQUIBxF9zi+PrWYcSIj2wrlJWwZVa1M2d2A5Cfn0t2tumQMWXlu++mEhNzmBYtwvHx8bdq22XFEmPxt0Az4BBQuI8hAZOKAOgKnJVSnte1sxq4HzCWiWE4MM0CmZ0SH5+a+PjUdLQYVQ5DijQnJ4s339xGWJiS3alnz2H07DnMEeJVKpwhuFllo0+fp6hTpwk1awYSFtbDqm137TqU5s1vc4r0oJasCDoDrQ1tEZmhAXBJ730s0M1QRSFECNAE+L2MfVRq3nqrB0lJl5g4cT2hoV0cLU6lQav1IDn5KpMmtSwKKzF06NvUrx9KamoCXbrc72gRqwTx8TEkJcXSsGFbpxisDPHFFxHk5+cxZswim8jYsuXttGx5u9XbBXjooTdt0m55sGSKcBQwfQql4jwKfCelNGg5FUKMFULsF0LsN5Rv1Rl45ZVbePHFUK5ePWPxMxcvHiYp6TJXr56yoWSVm99+m8/w4YJx44KLygrPFxQPKzGa6dPD+fTTyneq09bEx8cwZUpn5s8fVabn5s8fyfTp4Zw/f8A2glmB/ft/YM+etShe7irlxZT76EaULaAawHEhxN9AUcYKKeV9Ztq+DOinOQrWlRniUeB5Yw1JKRcBi0AJOmemX4dw+fIxpJTk5Vme1OOee14lI+MGzZtbd8lZlUhMVBaVBQX/udgaOl9Q6OPt7l7cuKwCN25c48KFA2VOPxkS0p68vGyruk1amxdeWEtmZiru7t42af/KlVPMnj2YkJD2TJz4P6u2nZeXw40b1xFCYzSFqL0w9QtX1FK0DwgTQjRBUQCPAo+VrCSEaAn4A7sr2J9DueeeV0hLSyzTidaHH55uO4EqIYbSUQ4d+g79+z9DVlZ6UT3jGeAEy5al2UfYSkRwcFtmzCh78LjKkCujU6fBNm3/+vULxMWdIy7unNXb3rdvPXPmPEq7dgN4/fXN5h+wIUYVgUIeLPwAACAASURBVJSyQvnWpJR5QojxwK+AC/CVlPKYEOIdYL+UcoOu6qPA6nLYIJyKxx6b5WgRKjVlSUdp7KCesXMH1R0PD2+DGclUzNO+/QAef/xTwsK6W73tli174elZw2iSe3tiNh+BEOIhYBZQFyWwiwCklNIh0le2fASmKAwL3LHjIG691dxOW9VmwoTGBgd3jcaF555bXkwZGIpBpNV6qYl+bISUsszbSvYgNTWBv//+H7VqBdt8ZWAr8vPz7LL1Zo18BLOB+6SUflJKXyllDUcpAWclPT2FJUueY+3at8r03KZNH7Jt20K2b19mI8kqD8a2ewoK8pk373EWLRpdVGbsoN5PP31CRIQrq1dPsZfYlYIDBzayfv1MoqMPlem5Eyf+5Jln6jF79j02kqxiXL9+jqVLn+X77982X9lJcRb7iyWKIE5KecLmklRirl8/y7ZtC4rS2FlKWFhP6tRpTEhIBxtJVnkwva0j2bNnXbGS8PAI+vR5isaNO5GQEMOiRaPJycmgoCCf69cv2FbYSsa+fd+zdu2bnD9ftpW0VutFaup1kpOv2EiyiuHt7U+/fmPo1Klyr6allKSkXHOoDKa8hgr98PYLIdYAP1Dca+h7G8tWaXBz86ROncZl9lxo0eI2Dh36mf/972127FhWrVMsDhs202TI6czM0kbgn376pOh0cUFBPs8//y25udk0bKjm29Xn1lvvx8+vPk2a3Fqm50JC2jFv3mV8fS0LS2FvAgOb2ywXgb3IyEjllVfakJGRwpIlyQ5bIZjq9V691xnAXXrvJaAqAh0NG7ZhzpyyzULLYhytDoSHR7Bhw2wuXTpi8L6hFcMtt/QnLu48AwaMp1mzbly8eFjndRSDRuNCQUE+AQEh1VrBAnTp8gBdujxQ5udcXbUOd2us6nh5+aLVepCT405CQgz16jVziBymFMFvwK9SykR7CVPZMOTuaOmAY8gXvronrblxQ1keazSuxc4NGMsvoO/XXVKxFkZ1re4KtiqTkXGD7OwMvL39nSr/b1mZOvVP/PzqOTQEiKmeGwLrhBA7hRDThRDdhDO6DjgIQ6db580bwZgxARYlTleT1pTmlVc28dBD03jkkXfx9laCcGk0LrRte4fZQdxYEhtQcxifPBlFbOxxXdC5snHo0GZmz76HLVvm2UCyirFlyzzGjQvSpYOtvPj7Bzo8DpSpcwSzgFlCiBooyWmeAhYIIU4Am1FWC3H2EdP5MDbwpKcnWjQDNZW0proSGtqlKObS0aNbOXp0KwUF+Rw8uMFg/by8PObMeYSDBzeZzRNbXRVsbm42b799OxqNC99+m1Pm59PSEvjnn59wddVy111GD/87BBcXN3x96+LjU9vRolR6zKohKWWalHK9lPIZKWVHlIQ1dTAffbRKY/x0q2UzUFNJa1Sgd+9RNG3aGVdXd4KCWhqs89NPH7Nv33qLkoVXVwWbnZ1BixbhhIZ2K9ess23b/rzwwmpGjPjYBtJVjHvvfYWFC+O4555JjhalQvz55zfMnHkHf/7puCHV0nwEDYAQvfr7pJTO95dhJ6KiItFoNCazi5mbgRqLtV8d97GjoiJZtux5MjJu4O1di1Gj5hjN46D/jKVbAtVZwfr4+DN9+s5yP+/vH0iPHmqIb1uSkBDD0aPbCA21/ullS7EkH8EsYBhKHgH9fAR/2lAup6XQNmAuxaQlM1Bzg111oKSR9+bNpKKtNcCoMd5UYnv930Z57r1q/z2rOC89ew4nNLQ79euHOkwGS1YEDwAtpJSWh9WswpgyShZSlhno888Hk5aWyPvvH6RBg1bWELFSYcx7avnyF8nKSivKS1zS+8dUYvtVqyTDh2sAyauv/kzDhm1s+hmqOrGxx9mzZx2BgWHcdlupuJEOY8GCJ4mNPcbTTy+gSZNOjhan3NSvH+pQJQCWnSw+D7jZWpDKginbQMm8xJaQmhpPbm4WV66ctpaIlQpj32d6emKREihE3/ZiLrH9mDGLePPNbdU+HeiWLfMYPboW3303vdxtxMYe43//m8769TPL5XlkKy5dOsq5c/uKQpCrlB9TJ4vnomwBZQCHhBDbKH6y+AXbi+d8GI98GcLcudFlbu/ppxfg6qqlVaveVpCu8mHs+zRGoe3F0Elk/ZVYv36jDT5f3bhx4zo3byZTkeC+nTvfT8+ew3nwwTcd7uaoz4QJq0hLSyA4uLWjRakQ8fHRHDiwAX//BnTrNsQhMpjaGioMTHIAMOy/Vw0xNwCVlT59nrSWaJUSY9+nVutJenrps4yFM/7KbGzftOlj1qyZQrt2A3j22WXUqGE798chQ6YyYMB4NJryhy5wddUyYcJKK0plHZxhS8UaXLlyiuXLX6Rdu7ucUhHcAP6SUl63lzCVgfDwCLKzM1myZAyAGsKgghR+b/PmjQDA379BUW4HcwrXlLF9797/sWHDLIKCWvL8887l6XzixHby8nI4eHAjMTGHadu2n037s2asICkl8fHR1K3bxGptVnfq1m3CXXeNJzjYcbYsU4pgBDBPCJEB/AXsQlEMR+0imRPTt+9TdOnyAGlp8RU28P7++xKiolbQtu0dTpXM2p707Dmc5ctfJC8vmzlzzuPqqi26V94Z/8WLhzl/fh/Xr5+3ldjlZsyYxXz22VA8Pf3w9q5ps35SUuJ4991+PProe3TufH+F25NS8vrrnYiJOcQXX1yidu1g8w/ZiIKCAlavfh0vLz8eeKByhx0PDGzOk0/OdagMpk4WDwUQQjQGeuquZ4QQjVDOEQyyh4DOiEajwdc3AF/fgAq3deDARk6c2EFGxo1qqwg0Gg2LFyeUKq+Ie23HjoM5fXo3zZvfVlHxrE7NmvWZPj3K5v1s3/4Vly8fZ9u2hYSF9cDPr26F2hNCUKdOCImJl7h69bRDFUFWVjobN87Gw8On0isCZ8DsxqGUMloI4QF46q7C12YRQgwEPkdJVblESvmBgTqPANNRDNOHpZTO459mBzp3vo+MjGTatRvgaFGqFNeuneXatTMcPbqNP//8utpt38XFnaNfvzF4efly7dpZatSo+KQFYMyYJfj4+KPRuFilvfKi0bgwbFjZ8n84KwUF+SQmXiIvL4fAwOYOkcFoqkohxBSgB0o4iVPAHt11REpp+jSV8rwLcBq4E4hFSWY/XEp5XK9OGLAW6CelTBZC1DVnk3CGVJUHD25i6dJxNGjQkilTtjhUlqpAQUGBVb1RnDmV5fbty7h8+QTh4SOoV68piYmXbHJ+5LnnAklJuca8ebHUqtXA6u2rWI/09CTGjKmNt7c/S5Yk2aSPiqSqfAIIQgkwFwmslFL+Y4kS0NEVOCulPC+lzAFWAyU3KscA86SUyQCVxTB96dJRkpIulTnjk4phduxYxvDhgjFjrOM9YyrEt6PZvXsNmzZ9SHT0Pzz5ZA1ef72T1X3zpZT4+CgDi69vxbaDVGyPVutFQECImSx9tsWUjaClEKIWim2gD/CaEMIHOIxiNDaXaLcBcEnvfSzQrUSd5gBCiF0o20fTpZSby/QJHECHDoNITr5CzZqBFW4rJyeLAwc2kJaWwF13jatQjoPKSlqa4iZaEV93fZw5xHefPk9xyy130KHD3QQEhODu7s3Nm8lWdSEVQvDhh7bz6YiMfIVdu1by5JPzypXwxhqkpSVy9eop/PzqU69eU4fIYC20Wo9ynUGyJiZtBFLKJGCTEGIzcCvQC3gGJSS1NTKuuwJhKIomGPhTCHGLlDJFv5IQYiwwFszltrUPISHtGDVqjlXaSk9PYs4cJaiXl5dftcxads89/0e/fmPJykq1SnvOHOK7R49Hil7PmXOBypjiIzs7g+TkKw5VrCdP/sknnzxE5873M2nSDw6To6pgdGtICHGfEOIDIcRO4DrwEVAbmATUt6DtyyjJbQoJ1pXpEwtskFLmSikvoNgUSsUEkFIuklJ2llJ2dtb8qeWlZs36uLl54uXlx+rVrzvtloYt0Wg0+PjUtJqSrywhviujEgB44IEpzJkTzR13POswGdzdfQgL606DBpX7VLGzYGpFMArl7MCrwAHdPn9Z2AeECSGaoCiAR4GSHkE/AMOBZUKIAJStIudz/C7BX3+t4cSJHbRrN4AuXSrmn63RaPjmmwyioiKLDlWVxBm2NKyFPba+nPXUcXZ2BkeObKFmzfqEhdku5PCuXav4/vu3CQ9/nAcftP4kwhmMz+3a3Um7dnc6WgyrMWvWIK5cOcUbb2x1yGE9UzaChwCEEHeXVAJCiGellAtMNSylzBNCjAd+Rdn//0pKeUwI8Q6wX0q5QXfvLiFEYYjrVypDjuTffpvHyZM7uXz5RIUVQVRUJMuXv2gwnEIhjt7SsNbgXdKbp3Dra+fOb4mNPUbPnsOJiJhtFZkLzyDk5eWRnp5AzZqWLGJtS0LCRT755EECA5vzySenOHp0G8uWjad5854888xSq/UTHx/NlSunyMi4YbU2VWxLYuIlrl8/T2ZmmkP6tyQAyVtCiGwp5e8AQohXgb6ASUUAIKX8Gfi5RNlUvdcSeFl3VRoaN76VhISLFZ7VGXJzLImjtzSMDd5g3G5hTHEY8+Y5fvwP8vJyiIk5bFXZN2+ey/LlL+DlVZOlS5Ot2nZ5cHFxpVOne/H3V5wMNBoXrlw5aTUf/0IGDBhP58734+lZw6rtFpKensz//jed/Pw8nnrKMbmMpZSVdmvNEBMnfo8Qgtq1G5qvbAOMniMoqqBs2WwCXgEGAi1RzgOUPQGqFXCGcwTWYsKExmYjbz7//AqHbmkYk9FYtFVTPvzz5j2Ocm6wJIKBAyfQunW/Cq+w9Nmz5zs+//xhPDx8WLbMMTMtU2Rl3SQ+/gL+/kH4+NRytDgWk5mZxlNP+eLm5s7y5ZkOGZDnzHmUY8d+59lnv6Zjx2ob5MBizJ0jsORkcYIQ4j5gK0ok0qHSWn5+dsCZ3TFN5TYAJViYo2UtqyumKR9+4yG8GzFy5OcVF7YEnTvfx7JlaXh4+Fi9bWvg4eFNw4ZtHS1GmfH0rMETT3yGn189pCxAOTtqX5KSLpOaGo+7u7fd+66KmMpHkEbx6ZsWaAoMFUJIKaWvrYWrKOXZ1rCEuLgLuLm54+tbF1fX8of3NRWLX6v14vHHPy1329airK6YphTHuHHfsnDhU8USzthy68vVVVssgJ2jycvLQaNxtXlM/1WrXkej0TB48P/h4+Nvkz7uvvtFm7RrKVOnbiclJa5SraRMsXv3Gs6c2aNLW9nV7v0b/YuUUtaQUvrqXR5SSp/CcnsKWV5sdcJ0ypSOPP98A379tWJnCQy5OQL4+NR2inAIoMhYMq6MqcHbVOaw8PAIRo2aVzQ4azQujBmziNjYYyxdOo4rV05ZV3gnY8OGWYwY4cr3388oKvvll89ZuPBpEhMvmXiybPz225f88EPViMNjDI3GhVq1gtBqPRwtilU4fPhXfvnlMy5d+tch/ZtaETSWUkabuC+ABlLKWFsIZg1sdcK0cGD08anYaVBndXPUJzw8AiklX375OAC1agUzfPgHRmU0l7inf//RuLlpmT9/JHXqNCY8PIKRI73IyckkLKw7QUEtrCr/5MntiY+PZtKkH2nTpo9V2y4r2dkZSCnRav+L2fj33//j5Mmd3H7741YxFEopiYj4iBs3rtk0xPXVq6eJjv6HoKBWhIS0s1k/1YXu3R+hYcO2NGtm/9UAmA46tw5lxfAjim0gHiXyaCiK11B/YJqU8jf7iKpQFmNxWQ2dzsKHH97PiRN/cNdd43n0UeeY2T32mAtSFjBjxh5CQ0tGCilOoV3GmHLLy1NyzBZuq739di8SEi7y4ovrCA3tYlW5n3yyBllZ6YwaNZcBA8Zbte3ykJ+fh5QFRauivXu/Iz09iY4dBxfzz8/ISOXHH98jPPxxGja0PGGJlJKEhBjq1GlsbdGLsXbtW6xf/y5Dhkxj6NDpNu2rJFeunGLlylcJDe2mhqC2kHIbi6WUDwshWgMRKCElAlHyF59AcQmdKaXMsoHMVsPaaSXtRXz8BTIz07h61Xm2Sj766DgBASEWLcV3715Ny5a9SEqK5dSpKObNe5w1a95g2LCZHDr0CwkJMTRv3pPdu9cUM+JbWwkADB8+i9zcLG699T6rt10eXFyK/8t16zbUYL1Nmz5kw4ZZ/PLL53zzTabZdmNiDpOWlsj69TOIiTnERx+dpGbNelaR2RBNmtxK165DCApqabM+jHHt2lkOHNhAbm62qgishFn3UWejrO6jUVGRfP31BG7eTMbLqyZPPvmFU229GOLQoV+4du0srVr1dviyOybmCK+/3gFv71oGk8eUJC8vj8cfdzN4T6v1QkpJbm4mLi5u5OfnFrvnLHYRZ+Ds2b/59tuJtGx5O8OHl0rjUYovvhjBrl2RADRq1I5HH32/yrpVpqTEcfr0Ljw9fbnlljscLY5VSE6+ypUrJ/Hzq0dwsPXDZlQkDHWVIDw8gsaNOwLQoEErgwNNVFQkEyY0ZvhwDRMmNCYqKtJoewUFBYwa5cPTT/sXbXFYmw4d7mbgwAkOVwIAZ8/uKRq8LSEnJ4MOHQaVmvkW3nNxccXV1b2YEii8V9VjKi1Y8BQff/xAMdtVWloi//zzM8ePby9WNzS0K2+/vcsiJQBQp04IDRq0ZtKkH6hTp7HB77+qULNmPbp2fajKKAGA/ft/5N13+7F5s3WCWZaVqvvXomPixOYkJV2mUaN2dO/+SKn7ZXUxTU9PIjv7JkCFXEcrC717P0WzZl1ZvXoKzz0XRMeOgxk7dnGxOv+d1YhBo3GhoMB4yors7HSMLUJtEVPp4MFN/P77EkJC2vHww+9Yvf2y8O+/v5GUFMsTT3xWVHbhwkFmzx5M69Z9aN26T7nbHjZsZtGWpzXyE1tCbm426elJRSelVcpPQEAjWrXqTf36oQ7pv0qPZBkZaVy7dgaAN97YVirHcFRUJPPnjyw1cBXOTg0pAg8PH8aOXUJWVrrN5D506Bd+/fULGjRozYgRH9qsH0twdXWlceMOaLUepKRc5ezZvcXul1SkppQA/Hf+wF5hog8e3MSBAz8SHf2PwxXBhAkrSU2Nx8/vv7hHdes24ZZb7qRp0+Ir9iVLniU5+QpDh75Nw4ZtcXU1vN3mKAoKChg50gspC/j22xy7yrd791ry8rJp3/5uq+QNdwY6dhzk0K08s4pACPE9sBT4RUpp3VRKNkaj0fDQQ29x5cppg0pg8eKxRgcuY7NTrdaDvn2ftrqs+hw/vp1Dh34mOvqgwxVBIXfc8Rx16zahdeu+xcoNndUwhpubB02a3Eq9es3YsmWeXYz4bdr048wZ50hi37Ll7aXK6tcPLUp3Ght7nJSUq7Rt25/jx//g6tXTHDy4kalTd9CqVS+j7aakxOHl5WdXn3qNRlN0sjgzM9WqiXXMsX79u1y69C/vvXegyigCR2PJiuBL4Elgjs6ldJmU0nncWYygH1qidu2GLFs2gdq1G3Lffa8C5gcwR0b8bNnydo4e3UaTJp0c0r/+Vk8hfn71GDHiYzp1uqdYXXNhMgrx9vanTZu+/P339/j41GLMmEV2OT/Ro8cjxZLBOCtSSqZO7U5mZhrz5sXy/PMrmD49nLy8HNLSTBvpv/56PPv3/8CLL66za8awL7+87JA4Q127DiE4uA0BASF277uqYkmsoa3AViGEH0rugK1CiEvAYmCFlDLXZAMOoOR2RWLiRbZs+QKAu+4aj4eHl8kBzNTs9OTJKL77bjqNGt3CE0/YJgREp073lBpw7YWxiKg3bsQZtJ2YCpMB4Orqjre3P488MoOcnEyOH99RZLT39vZn0aLRuLpqbeYt5CyxplJTE4iK+paAgBC6dn2o2D0pJRkZN2jQoDVnz+4lPj6aFi1uY/HiJLRaT7MhKdLSEikoKKBevWa2/AilcFT0z6FDpzmkX1sSE3OY6dPDCQpqycyZ++zev0VeQ0KI2iiJakYD/wCfA50Aux4msxRjs30hNKSlxQPGQyEUhj0wNlicOLGDY8e2sXPnt9YT2IkwtVLKyclg8eIxxcqMhckARaE+88xSFiy4ilbryU8/fUx6ehKJiZeIiorE09OXlJSrXLt2huHDhVmPrbJSqNQURSWLHAGs2YelXL9+jm+/fdlg6IcZM/oyerQ/Dz74JpGR+bRooWxjeXh4FymB/Pw8srJuGmz7rbd+Z/nyDIKDLT94puJcuLpqycpKJzPTOulay4pZRSCEWA/sBLyAe6WU90kp10gpJwBOGdbR+GxfUqeOspw0ls6wf/+xrFnzhlFX0saNO9K8eU+bztjz8nI4dOgX9uz5zmZ9GMPcVk9OTiapqf9tVYSHRzBmzCJcXBRjoRDKn1RAQEiRQjU2IBf6vf/Xt3UHalvFmioPPj61GTjwBbp3f7jUvVq1gmnZsheurlo0Gg3x8dFs2DCLgwd/KqqzatVrvPBCY+LiDCfwc3Nzt3kwu5Js3jyXN9/syq5dK+3WZ0ZGKnFx58jOtswuVVkIDGzO0qU3+PDDYw7p3xIbwRwp5R+Gbhg7nOBoLImYWTLOj7d3LTIz09m6dQGFh+wMuZLaw7qfnHyVWbOUPrp3t++BP3NbPS4ubuTmFj9QHh4ewcKFTwEwceJ3dOnyYLH7q1dPMTgg//57cTfUwnJjHltlxVaxpspD/fqhRkNt33rrvfz66xc0b94TgOjoQ6xa9RpNmnRi69b5uLpq6dZtKHv2rGXZsud57bVf7Cm6UW7cuMa5c/uIiztntz4PH97MnDnD6Np1CBMn2n+iZCs0Ghe8vBwXy9OSKYS/EOKhEld/IURdm0tXTozN9h955F1ycv4bxMLDI5g7N5qVKwt44onPyM/PpuRJa0fMIP39A3FxcUOr9aKgwL6OWsOGzTRxGEmQn5/L9OnhpWbtTzzxGYMHv0xYWI9i5Xl5eUYH3rJ6bJUVY9t/Qmgcsj1kjB49hjF9+k5u3kzhww/vZcWKSQwePImePYfzzz8/8e+/v9GmTX/q1m3KkCHF98c3b57LlCm3smPHcrvL3afP07zzzm7693/Gjr1KAgJCVEOxlbFkRfA00AMoXBX0QQlC10QI8Y6U0uhmuRBiIIo9wQVYIqX8oMT9UcCHKMntAb6QUi4pywcwhKGont7etfnyy8f5448lTJ26HYDz5/fz00+f0KhRO/r2HW20Pf2B6fz5/cTHx9CoUTsCA8MqKqpBXF21rFjhkARwhIdHEB8fw48/vkd29k29A2KCwvQUhlZKd975nMH29uxZY7QvY4fPrOWxZSjWFCgKyBp5KcpCSkocOTkZ+PnVw93dsE3F3d2bgwc34e7uTUSE4jZcv34Ynp6++PnVLfq71efixcNcuHCw6JCjPalXryn16jW1a589egyjR49hdu3TXnz55RNkZqbx0kvr7H4y3JIVgRvQSko5REo5BGiNMiJ0AyYbe0goaYvmAXfrnhmuC2JXkjVSyg66q8JKoBAXF1dGj17AN99kMXdudFG0xxMndhTt/R86tJm//lrFpk0f4usbYHSWUTgwRUVFMm1aOJ99NpTJk9s51azSmjz44BS+/jqdVaskkZF5uu+lfCsl43UE/fuPNbhys9Z5gkL7Rcl8CmD/ld5PP33Eiy825ddf5xqt4+Pjz6RJP/D227sAxSunadMuvP/+AD788N5Sq1WAxx77kHfe2U3nzvZzG1WxDX///T379/9ATo5l4VysiSWKIFhKGaf3/jrQUEqZBJhyHe0KnJVSntflN14N2OfsO7BkyTN88MHd/PjjB0RFRXLp0n+J0QtntKmpcQQFtaRFC+Wgj7L3X9wlrnBgKjR45uVlA5Cbm+UwDxRbYSzmkrG99oSEGKKiIrl69QwfffQAK1eWnheYMtw/9dSXjBmziICAEIQQxQzM1iI8PMLo9po9bQXu7j4EBIQUO1VsiM6d78fVVUtc3Dny8nI4f34/IHFxcUUIwZEjW1i+/KWiE94+Pv6EhXWnVq0gO3yK4qSlJfLjjx/w00+f2L3vqshzz33Nyy9/j5ubu937tmT9sV0IsQlYp3s/RFfmDaSYeK4BoJ92KRZlFVGSIUKIXsBpYKKUslSqJiHEWGAsGN/31ScqKrIoBMRvv80nPz+3lJbNycngwIGNRXkJoqIi+f33pZSc+fbuPZLw8AgmTGhs1APFFtsL48Y1ICXlGuPHr6RnT9svhU3FXDJlQF68eCy33z6CAwd+5N9/PXnssVnF7hvPU6ysvsLDI2y+PVPWdJvWREqJEIKhQ6dZ7P++cOHTnDmzm2nTdtK5830sWHCdmzeTAfjnn5/ZvPlzfH3rmM0LYWuystJZvfp1atUKZvDgl+3S58yZd5CWlsjEid/Z/dyErTEWktweWLIieB5YBnTQXd8Az0spb0op+5p80jwbgcZSynYoZxIMWryklIuklJ2llJ19feuYbLBk6IgbN66Rnp5osK7+jHDNmjfIzy+9L79//wbA/h4oWVk3kbKA5OTL5itbgeXLXzSq6EydFcjJyWD//h8ICWlPy5alwyAYM9zbMyeEo2Q4eXInU6f24NSpXRY/ExNzmDNndgMUBXPz8fEv2ovv0uVBHnnkXTp0uJvLl0+yZMmzDluV+vnV5Z57XmHw4El26/PixSPExBwy+veoUj5Mrgh0+/xbdQP+/8rY9mVAP/deMP8ZhQGQUuqP0EuA2WXsoxRliX1Ts2Yg0dGHqF8/1OhAn5x8BbD/rHLKlF8BDcHBrWzSvj5RUZEmlWXhjH3evBEG66SmxrNgQZzBe86QjtNRMmzcOJuzZ/fy779biw6JmePChYMA3HZbhMEZb+vWvWndujcAO3euYNu2haSnJzrktLRW60lERIX/ZcvE++8fIiXlKn5+Tuu0WG7i4s5x9Ojv1KnTmHbt7rRr3yYVgZQyXwhRIITwk1LeKGPb+4AwIUQTFAXwKPCYfgUhRKCU8qru7X0o2c8quxKZcgAAIABJREFUhKWxb5QZhYbXX+9It25DTWxhKAP9sGEzWbRodDEfelvOKu257DdlNC1UdOHhEaXiD5WsYwx7bP+YQ1+GgoICuxy+mjBhFZs3z2XgwAkWP9OsWVfuvffVojMFpggN7crIkZ9Tp06TiohZqahVK8gh9hB7cOLEnyxZMpbbbouwuyKw5L8hHfhXCLFUCDGn8DL3kJQyDxgP/IoywK+VUh4TQrwjhCjMG/iCEOKYEOIw8AJKGItyExUVaTT+iY9PbTw8agBQu3ZDxoxZRM2a9RBC4OdX3+z2QXh4BL16PVF0zxaGTUdhSnnqKzpj31G/fmM5ceJP0tOTbCajNZg0qRXDhwuDRm1b4OHhwwMPvI6Hh+UH8Bs2bMNjj80ymVMgPj6aqKhI8vJyGTjwBW699V5riFsu4uOjOXVqF+npyQ6ToarQuHFHevUaSdu2/e3etyXG4u91V5mRUv6Mkt9Yv2yq3uvXgdfL03ZJCm0DhiJla7VejBz5ealB29Agrr99MHToDJo161p0b/TohTz88AyuXTtj8VK/vKxbN529e9fRrdvDPPzwdJv2ZWw15ONTu9h3VPi6MPWnu7sPo0cvYMOGWaxd+wZdujzIyy+X60/FriQlxTpahArx88+fsnnzHB5++J0yJba3BYsXj+Xff39j8uRf6NBhoE37OnduP9u3f0XLlrdz223DbdqXI2jcuAPPPfe1Q/q2JProciGEJ9DIWcNPG0swA+aDyOmjv33w9dcvsmCBsgIICAgp2lP286trl/3JEyd2cPnycY4d22ZzRTBs2Ey+/PKJYkq0UHmWxNA2z5Yt89BoXKhdu2Gp+s7Eq69uwtXVHX9/228tXLlyij/+WEpwcBt69x5p1bZbt+7Ljh3LaNTI8alMGza8haysdLu4PMbEHGLr1vnk5mZVSUXgSMwmrxdC3At8BGillE2EEB2Ad6SU95l80EboJ6+Piopk+fIXjRo6QTmUs3KlMsBt27aI48e3c9ttj5kMGhcVFcmiRWOK5em1d3L1JUueYefOFeTkZBRTRLbijz++Yu3aN0lJuebQcM1VhQMHNvLRR/fRseNgXn11k1XbllJy5MgWwsJ6ODQ+jb2JjT3O0aNbCQpqSbt2dzlaHJuQmZnG9esXqFMnBC8vP6u1ay55vSVbQ9NRDodtB5BSHhJC2PdcuQGMxc0vib4h8+efP+XKlZMIIejU6R6eftqf/Pxc3nlnD40atS2qt2bNG6WStefkZDB//ki++24akyf/YrPwEqB8tkIlAObzKFuDvn2fom/fpyyun5WVwZkzuwkJaa9miTJAUFBLHn30ferWtb4hVwhB+/YDrN6usxMc3JrgYEPBCaoOn302lCNHtvDKKxvtmpPEEmNxrgGPIYenrLTETbSkV0/r1n0JDGxBkya3ApCRkUJ29k08PWsUe86Y8bSgIJ+4uHO8+24/m/puO1P4ZGOMGxfIe+/dwc6d3zhaFIs5dmw7L77YjClTbB80NzAwjPvvf63KxsUpibmdBRXLCApqRVBQS7O5v62NJSuCY0KIxwAXIUQYinfPX7YVyzzm3EQN2QaefvrLYnVeffUnkpOv4O/foFi5uVDMSUmxNp2hOyJ88pQpncnJyWD8+JU0btzBbH1f3zpkZ98kIyOVxx/3QAjBnDkXqFnTdAgFR5Kdnc716+eLcieoVJxDhzYzf/4TtGrVm5deWmf+gQpw+PCvuLi4ERraDQ8Pb5v25ShGjvzMIf1asiKYALQBsoFVQCrwki2FsgRToSa0Wi+ee2652UG6Y8dB9Os3GlfX4vrQ1EnaQmw5Qzf22WwZEiE6+h8uXz5RFEvJHJ98cprIyDzuvfdV8vKyyc3NwsfHubeImjXrSu/eT/Lww+/YvK/4+BhOnowiMbFUxJQqhVbrQWpqPDduGD5QaE2WLn2WmTP7k5Jy1XxllTJhVhFIKTOklG9IKbvowjy8IaXMMvecrTE2WPv41DZq1M3LyyEm5khRwC5jFEat9PGpbbKerWbow4bNLOWFYeuQCIMHT6J792EEBVl2kvmvv1YxYUJjnnzSuygr2cSJoU4dhM/Pry7PPvsV99//ms372rnzW95++3a2bl1g874cSWhod+bPv8obb2yzeV8tW/aiZcte1KwZaPO+qhtmt4aEEM2B/wMa69eXUvaznVjmKRn2oGbNQCIiPjS5Cvjjj6V89dU4PDx8eOONrSxbNoEGDVoxblzpEEfh4RF06DCYrVvn8+uvcw3OQmw1Q3dESISyhAooaagvdDu1h1G7suDvH0hYWI8qf+pXq/VAq7XPdqCh/9OqRlpaIlOn9gAkn356xm79WmIjWAcsQIkFZF8LhhnCwyM4e3YvKSlXefbZZWZPcNat2xQhBK6u7pw9+zfnz+/j6tWTGIl1h49PTR544HWklKxdW3wbyNYzdGcIy2AMcwnubRWR1Rr8/PNnnD+/j0GDJtK0qe2Mxn37Pk3fvk/brH2Vqomnpy/Xrp1BCEFBQb7BXBq2wBJFkCelnG9zScrJqFFmo10U0b79gKIzBadO7aJduwHUqhVs9rnw8AgOHtxITMwh8vKy7Ro4LT09BQ8Pn1J2DGty8eJRfvvtS0JC/r+9Mw+vojr/+OdNQkggASRhF8IqiIAbghSkitC61aVSAVFwARTEDbVW/VmXioIKrQVkkWIRtVirUi2uUESjrQqIoIAWBGRfIlsSAlne3x8zN07CvckNuTP3Tu75PE+ezJ05c+Z7z9yZd+ac877vqfTvX3nawcoG6qOREzhc3njjMXJzc2jSpIOrhiCemDfvLvbu3cSoUX+hbt0GrhyjuLgI1ZLSBFM1laSkWkyatI569RqVdrl6QThHektExohIMxFpGPhzXZnLdOzYm/vue5ebbqo4KdqcObdw550dWL/+v9Sv34QxY+YxZcomT4zANdckM3LkCWzYUPGYRnVZseItFi2azvz54UX7qCwnhBdx/o+XRo1ak5CQxOuvP1Im+Y7h+Fmx4k0+//x1VweMv/02m2uvrc348d4GY4sGzZt3JC2tYci4aW4QjiEYDtyDNWV0uf23zE1R4bJr1wbmzr2dRYtmulK/laxmFsXFViK2QB+4VzePwGvh/v07XT1Ow4YtyMhoVepfURkVzaryOtdAVcjOfolt29ZSUlIEuHs+p069hhEjGrJ8+VsRrzvWGDx4Arff/ndXpw4XFOSSkJAYMt+zoXqEE2soZke7Vq16n3ff/TMpKWlhdWkA3HJLK/bt20Zqajr5+QcqHGS2ktUUlVnnZR/4jBm7SElJcz1kct++w8pEVq0M52D23r2bS5PQexEKozpU5KgXac15efvIy9vn6VNdtOjZ80rXj3HGGZfw4ouFFBUdmzyqpvHJJy+zevUi+vYdXpp7wm1CGgIR+a2qPmkv/0ZVX3Vse1xV7/dCYEWkpzcqfZoNlwMHdqFaQn6+5Sy9f/+OkDNdouHY5SSW48jE8mB2KLw8n3fe+RpHjuRRu3bNdHyKBiISlXy+XvPdd/9h6dLnyco61TNDUNGj5mDHcvnOY3fjzYbJ2WcPZNq0rTz6aPiOznXrHhvIKZRzWDQcu6LBnj2bOXhwb7RluI6X5zM5OYX09AySk1MiXnessX37t3z88Tw2bPgi2lJqBL16DWLkyOfo2tW78ZCKDIGEWA722TeEuuEFeyqMdr7d2bNvZuTITObMucXV4zzyyDncdFMjnn8+/ExafmTQoPEkJpaddRLLYxp+YfnyN3n22WF8+ul8147xr389zcSJF7Fq1fuuHSNW6NSpD/36jfA0wF5FhkBDLAf7HBUOHtxLfv7BKu2TlhZ8wlOwp8KAh3FmZhYi4nlWsh07viM3N4fNm7/y5HhexOmPJn36DOXmm+d4cj7nzr2d6dOv48CB3RGvO9bIyjqV3r2vpnXr0107xvffL2flync4eHCPa8eIZyoaLD5VRA5iPf2n2svYn8N63xWRC4BngERgtqpOCFHuSuAfwFmqGvaMpCee+CWbNq3gzDMv4+67F1RaPjv7JfLyjk2pl5SUHPKpMJp94Zdeei+dO59Lp059XTuGld4zARAWLZpBZmYr3/X9VwWvzudnn/2Dffu2c9VVj7l+rGjTrdsvXM8PcMUV/0efPkNdNTaxwuHDh1i7dimq6lka0pCGQFWr5dImIonANGAAsBX4QkTeVNU15cqlA7cDVZ4sH5gGGK4TyyuvPBA0lWVKSnpM3vxOPfWXrsadLx8qIifnBxMiIkJcf/008vP3k55ecbwqQ3i0bHlK1NNyesWBA7t46qlf0bhxm+gbggjQA1ivqt8DiMh84DJgTblyfwAmYvkqVImJE7+ipKSk1CBURqhZI3l5sZ103S28nE4ZS4wa1ZjDhw/w9NNraNKknSvHOOusy12pNxZRVY4cySMvbz8ZGZV76hsqpn79Jpx22oVkZmZ5dkw3DUELwBmDdyvQ01lARM4AWqrqQhGpsiEASEhIICEhPLfzUHkGYnUW0Pbt3/KPfzxM7dp1K/WAPh6iPT02WuTn76O4uIhdu753zRDEE/n5Bxgx4gRSU9OZM6dqY3bh8s47z5CcnMrPf35djQ8zkZqazr33vu3pMb0LZlEOsTqmJwN3hVF2lIgsE5Fl1RksivYsoKqyc+f/+M9/5pOdPc+V+uNlemx5Ro9+gXHjFnDSSb1cqb+oqJCPP36RZcvedKX+WKNOnfqkpqZTp04DiooKI15/SUkJ8+aNY/bsm/DxhMWYxs03gm1AS8fnE+11AdKBLsCHtvdlU+BNEbm0/ICxqs4CZoGVvD6wfvTo5hQXF/LQQx/RokXlcfSjEd65OrRocQrNm3ciI6Nl5YWrSHb2SxQU5B6zPpYNY6To3XuIq/Xn5x/g2WevJS0tg+7da75/hoi49iYA1ljgxRffxZEjeSQlxUd2OVUlP/8AtWqleOKL4qYh+ALoICJtsAzAYODqwEY7D3JpSisR+RC4uyqzhgI5AirLJubETx6xTZq0YdKktRGvt/wgcYC0tAyGD3/GN+1TXbKzX7LDZPxAZmbkHgoSEhLo3fvqKv0uDaFJSkquUr6MmsDTT1/GihVveZbE3jVDoKpFIjIWeA9r+ugcVf1GRB4Flqlqtd+bR4yYyb59O47JOVzTiPQNK1Q+gZSUtLgwAgsXTub9958lJ+eHYwIKQvVnTKWlNWTsWBPV1HD8pKdnkJqazpEjwfN+RBpRjQnfsLBp1667jh8fE8FPPWHBgom89tpDZXIJJyfXqZYj1JAhCQTzCRSR0nwNNZk//KEfa9YsCbotMzOLKVM2eSuoBvD664/x+eevMXDgI3TvfmlE687PP8C+fTuoX79xSIfQmkakk9LUqQOXXSbLVTVoEo6oDRYbwuOVV353TEL5ULGRwiVeB4kDnH32b0Jui8SMqaKiQvLzD7gycBqr7Nu3nc2bV7J376aI17169SLuvvtkZs0aEfG6YxWvMpOVHs/To0WQ9eu/4IknLuDFF49r1qkvqChOfnVuWH6bPRVpBgwYHXKOdiSM4dq1S7nxxgZMmBATsRk9oX//mxk/fhn9+o2KeN0JCYk0bdrB03n18Yabg8Wu8vbbk1m16j1WrXqPzz57NaZn/xwPgQHdUFTnhuW32VNuMGjQ+GMGzCNlDIuLi0hJSSM1Nb3adfmFrKxurtV91lmXx5WDHlhJ7KdOHUpe3j4ee8zdDIXgU0OQnf0SX3zxRunnSA70xQoVJYiPxA3LT7OnIk1+/kEKCws4++zfsGbNhxE3hqeddgHPP38oAkr9yebNX/G3v/2OHj2upF+/+OnOiSR16zZg7dqlFBYWkJ9/gDp1jg2fH0l8aQheeeWBkP3mNeXmVlGC+EhEzNyy5RvmzBlDs2YnMWrUc9Wqy29s2bK6tL+5c+fzuPLKh+jYsQ/NmnWIsjJ/s3TpX/n668Wkptbjq6/epUGDZsYQHCcJCYn89rcLadQoi5QU998sfTlGEA+hEUIN6CYn14mIsduw4XPWrfuITz99udp1+Y2mTTuUjpGsWbOEmTNviKuBSLdYtmwB2dkv0rRpB8aOfZmuXftHJEfB7Nk3c9ddnVi16oMIqPQPXbr0o0mTdq6nqgWfGoJ4mPUSakB35MhZEam/WbOT6NSpL6effnFE6vMT9es3Zu7cPPr1G1m6LpKzNLKzX+KRR37O4sWROVd+4bzzRnDDDdM566zL6d79MmbOvIGpU6+udk6G9PQMjh49HDRysCEy+LJraNCg8Uybdk2ZdTVt1ovbA7odO/bmoYeWRqQuv1HWQS8r4gPlu3d/z7p1H9Gp0zkRq9MPlPeA7d79CkApKDhE/fqNq1zf4sWzyMnZQocOvfjkk5fjIheBk/37d/Lee1NRLWHw4MddPZZvHcpuvrkZBw7sBCSi4QEMNZtg4TWq66BXnpycLezatYGGDU+kadP2EanTL3z22Wv88MMqzj77qmrnD3j00XNZu3YpDzywmC5d+kVGoI/48cft3HJLC+rWPYHnnsvBjsl2XFTmUObLNwKAGTN2RFuCp3zzzb958slLSE6uw3PPVT+Q2bp12fz44zbatetBkyZtIqDQH3iRgyEjo6UrgQL9wDvv/Ilvv80mLa1htQ3BgAGj6dz5XJo37xghdf7ihBOaceWVD9O8eUdUS7ByfbmDbw1BvFG7djpHjx6msPBI5YXDYO7c29i06UvOOONS7rnnnxGp0w+EmmgQLE+Foeq0bdudnJwf+NnPrAivJSXFbNu2lszMLHbuXM+yZQto0+bM0jAUq1Z9QEZGS1q06HRMXb16DfJUe6whIgwc+JAnx/KlISgpKfFkJD2WaNWqK6NHz41YIpX09EbUqpVC06bxlZglVHIigIKCXFJS0qp9jGXL/snOnes544xL4u5pdtiwPzJs2B9LPz/55CV89dW7DBgwhg8+eBaAc84ZRvful6KqzJp1Izk5W3j88eW0aXNGtGTHPb40BAsXTuLll++lSZN2/OlP/4u2HE9ITk6hb99hEavv/vvfi1hdfiKYR3FSUjIXXXQXSUlVi/seKirsxx/P4/PPX6NRo6y4MwTladWqG9u3r2P16vdL1/XubUWjLyjI5ZRT+rFx4wqysk4rs19+/kG+++5TMjNbceKJnT3VHEvk5x9kzZoPKSwsoFevq1w7ji8NwY4d3wEadq5igyFApGZjlR90dnq3n3nmpWRmtqJZs/g2AgCDBz/O1VdPJD//ABs2fEHDhi1Kk0ilpqYzevRf+de/nmbq1KGMGvVc6RvZ1q1fM3HihbRr18OTEAuxyp49m5g06TIaN25rDEF5RoyYySWX3M3Ro4ejLcVTpk+/ns2bVzJ06NN07Xp+tOX4lkiE16ho0NkKYx25tzc/E/DPqFOnPl279g9a5qOPXmDLltVcdNEdtG9vpTVPTEymS5f+cf02ANCixcl06/ZLsrJOdbVL3JeGICEhIS5fuVeseIvc3By+/Ta72obgmmuSUS3hySdXh5Xmsybz6qu/58sv3+a8825kwIDRYe0TD97tkaS4uAjVEg4dyuH775eRlJRMSkoaHTr04le/uoeiokIyM1uXlm/XrjsPPBBfnsTBSEqqxX33vev+cVw/giFi9OlzLXv2bOTkk6vnqFRSUlKamat+/WaRkOZrli9/i82bV3LCCS3CNgShBp0zMlqxffu3iCTQqFEWSUnJkZbrO8aN68iOHd9xwQW3kZKSxoIFPzlHXXTRnVx77eQoqjOAy4ZARC4AnsFKVTlbVSeU234zcAtQDOQCo1R1TWX13nNPF0pKirn99ldp1aqLC8pjk+HD/1h5oTCZMmUTe/ZsJi2tQcTq9Cu9e19NgwbN6NnzymO2BRsQBitrVnkC3u0TJlzAnj2bmDz5OxPIDitXwbx542jd+nTS0jLo0uV8Dh3KITc3h4svvivoPkVFR0lMrFUtJ6qagqqyb98ODhzYRZs24XtXq2rY7eeaZ7FY3g/fAQOArVjJ7Ic4b/QiUk9VD9rLlwJjVLXCbB5NmrTV3bs3AtCgQTOGDn3KeBSHiVvJ2v1OqHYJ5oUcuDkVFR0tU0daWgbDhz9Dnz5D+eCD6Tz//FhmzNhJvXqNvP46MUdJSQm7dm2gadP2ZW5MxcVFJCYmoap8/fVitm79hgsuuA0R4cknL2HNmiWMG7eAbt0GRFF99Nm0aSX33Xc6zZt3ZNKkdUHLFBcXsWTJX+jf/6bSdZMn/5orrniQNm1Oj6pncQ9gvap+DyAi84HLgFJDEDACNnUJlki3HHv2/PQ6vn//jhqXh6Aiduz4H19+uZD09EzOOeeayndwUNEsl3hou1AEa5dp065h9uybggY6C3SplSclJa20HQcMGE2bNmcaI2CTkJAQ9M0oMfGn28+UKUM4dGgvPXr8moyMluTl7ePIkXzX4/D7gRYtTqZevcY0bHhiyFzGr7/+KAsWPE6vXoOoW7cBmzatZMuW1SxePIMRI2ZWegw3DUELYIvj81agZ/lCInILMA5IBioNKFL+wqxpeQgqYvHiGSxcOJkTTmheZUPgRWgFPxIqAdCRI3lVqicn54cyr+Lt2/eIiL54QETo0eNK+23LmhXz8MPZHD58iOTk1Ciriz61atVmxoydIbt5VJXduzeiquzY8R3t2/dAJIGCgjwaNAhvDDDq7rmqOk1V2wH3Av8XrIyIjBKRZSKyLNj2eJmpUVCQi4iwb992br21dYU5jctjZrkEp6IEQFVBVRk9uhnvvz8tIvXFGyNGzOD666fQsGELwDIOderUIympVpSVxQZOI7Br1waOHMkvs23MmBcYP35Z6QNIq1ZdmTZtCwMHPhxW/W4agm2AM/LWifa6UMwHgiYmVdVZqto9VP9WTcpDEIrs7Jf4+OMXCYzpBLp2wjUGoXI41K3bMGIa/UiodjkeDhzYxfz591fJQBsMVWHjxhVMmnQFN9xQj//+99XS9SJSZiBZREhISERVWbhwMnv2bAlWXSluGoIvgA4i0kZEkoHBwJvOAiLi7Di8GKhyvIialocgFBV17YQiO/slbr21NUOGJFBQEDyHbkHBobi+cQVLAFRVnFEhDx8+WCUDbfiJgoI8Vq58l3XrPmb8+AHMn39/tCXFFKrKp5/+jYSERB58cAk9ew5k27a1bN26hlCTfrZtW8sbbzzGE08EfcYuxTVDoKpFwFjgPWAt8HdV/UZEHrVnCAGMFZFvRGQl1jjB8MrqrV27rj1YImRmZkU0jnwsU9WuncAgqDXXXcnN/TFouaKioxUak5pOnz5DGTlyFmlpGce1v/XUVVxmXWUG2hCcGTOuY+LEC3njjcf4+utFbNr0ZbQlxRQiwtChTzFhwpd06nQOIsKCBY9zzz2nsGjRjKD7vPLKA5SUFDNoUMVRTF31I1DVt4G3y637vWP59qrW2aJFJ8aPDzpUUKMJ5cCkqowcmVk6dTFAqEHQYMT7OEEg5MSQIaHnXIsce8NPSko+ZhppgHhv0+OhS5f+7Nmzib59r6Nfv5HUq1f1rGbxRnp6Jg0aNKVjxz5Bt99xx6sUFh6hYcO6FdYT9cFiQ3hU1IWRm5vDzJk3lOmOqMogaDyMsYRDZmZWyPVjxswt89aQlpbBTTfNCbmPadOq07//TYwf/wW9ew+hZ8+BnHxy32hLill2797I009fxvbt63j22e20bBncsTYxMYmUlIqNAPgwxMT33y9n7NhWDB78RFx0CQUIfNfp04dTUlJ8zPZAF0+gXEVx953EyxhLOAQLUR1on4oC1YXax2Bwi7S0hqxc+Q6g5OcfoG7d6kUI8OUbQU7OlrgckOvTZyglJSUhtzu7IwYNGh/U8cRJPI2xhENgvCAzMwuR8Magjmcfg6G61KlTnzvvfI0//3lztY0A+DB5vYiUCs7MzLJD/sYPt97aOuSTfvn2GDYslcLCgrDKGgyGmktlISZ8+UYQIB4H5AYNGk9iYnAnm4KCXObMGcPIkZkMGSIUFhYgknBMedN1YTAYnPhujMBJPA7IBboc5s69ndzcnDLbcnNz+OCD6WXWqZZQUiKkpWWQl/fjcWfkMhgMNRffGoJ4fqoNDFxW1E3kRLWYlJQ0nnturwfqDAaD3/ClIcjMzDJPtVRtimg8dqMZDIbw8J0haNv2zLh0KAtGuFNEIT670QwGQ3j4erA43gk3Tk5SUnLcdqMZDIbK8d0bgeEnAl1jVnatzSQkJNrOZkIgx48zc5bBYDAEwxgCnxO4wZf1blWSk+sYxyaDwRAWpmuoBnA8IaoNBoMhgDEENQCTfcxgMFQHYwhqAKGybJmZQgaDIRyMIagBBJs9FM8OdwaDoWqYweIagHP2UE7ODyaMhMFgqBLGENQQKoqXbzAYDBXhateQiFwgIt+KyHoR+V2Q7eNEZI2IrBKRxSISPN2TwWAwGFzDNUMgIonANOBCoDMwREQ6lyv2JdBdVbsB/wCedEuPwWAwGILj5htBD2C9qn6vqkeB+cBlzgKqukRVAxPg/wuc6KIeg8FgMATBTUPQAtji+LzVXheKG4F3gm0QkVEiskxElh08uCeCEg0Gg8EQE4PFInIN0B34ebDtqjoLmGWX3TNkiIQXcrNyMgE/BOk3OiOPX7QanZElnnWGHIN10xBsA1o6Pp9oryuDiPQHHgB+rqpHKqtUVRtFSqCILAuVwzOWMDojj1+0Gp2RxegMjptdQ18AHUSkjYgkA4OBN50FROR0YCZwqarudlGLwWAwGELgmiFQ1SJgLPAesBb4u6p+IyKPisildrGngDTgVRFZKSJvhqjOYDAYDC7h6hiBqr4NvF1u3e8dy/3dPH4YzIry8cPF6Iw8ftFqdEYWozMIoqpeHs9gMBgMMYYJOmcwGAxxTo02BCLSJNoawkVEToi2hnAQkYxoawgH056RRUQiNlvPTfxyzcdae9ZIQyAiaSLyJ+AdEZkpIr+OtqZQiEgdEZkGvCsit9ozqRCRmDqy+Lv4AAALbUlEQVQ3dpv+EVgoIo+JyHnR1hQM056RRURSRGQ6sMSe6NHPXh+L7Rnz13ystmdMncxIICItgHlYGdwvApYS2zGMxgEZwHAgBWs6LapaEk1RTkSkA/AGUAzcAOwB7o+qqNCY9owsNwCNsZw9NwJzRCQlxtrTT9d8TLZnjTMEQAEwW1VvV9WdwN+BlSLSLcq6ShGRFPt/EpAMvKyq61T1KWCP/aQY9acEB3nALFW9W1XXYM0E2yEiMREbyrRnZBGRNOdH4D+qmqOqzwP/AR63y0k09AUhpq95P7RnrFwYx42IdBSRGSKSCqCqOcCHjiItgbbAt1GQVwYROUlEXgKmiEh329ciDejlKHYzcK2InBitpwS7TUufqFR1O2XjQNUBOqnqVs/FOTDtGVlEpL2I/B34q4hcLCK17U2NHcXuAa4QkXaqqtG4efnlmvdLe4LPDYGI9MF6JRyF1SWAiIiq5jmKJQObwglf4Sb2j3Ym8BWwCrhFRG4EJgI3i0gmgKpuAV4ERkZJ58XA68DdYueQEJEkVc11FGtI9C8y054RxH5b+hPwNdY19Svg98ALwEUi0gXANlb/xO7KUo/nn/vlmvdLewbwtSEAcrD63E4CrheRrCANeTqwAUBERkbxdbEdkKeqT6rqFGA2cAWQCkynrAPJd1jRWqPxurgLGIrVpveKSJqqFolIgkNLZ+AbW9/VInKSxxrBtGekaQbsB8ar6j+BPwADgA5YBvcB+WlGzrtApAI/VhW/XPN+aU/A54ZAVddi5TxYD3wAPArH9AWfD2SIyGvA1Vj9iZ6jql8DrUWkr71qFbAY+C1W0L2GIvKQiFwFjAAO2/t5+oSgqsuAdXabvgvMsDeJQ0sfoJGIvIF1kyv0UqOt07RnNXEaRVXdhhUBeIDj83TgcdvQ5gGPiMgIrLeuH73QGERnzF7zTg2x3J5BUdWY/8N6da7n+Czll4F0YD1wfrl938F62hrokdZMoIlTH5BgL98KvOjYdhrwF3ufk4BhwPvA0GjoDNKm9bCeas5ybKuNddNdDlzlgc5mwM/KrYvF9jxGZwy3543l1iXa/68Dsh3rG2ANvJ4GnIDVvTHfw/a8McS2mLnmsXKsPA0kx3J7Vvo9oi0gjIZ+ECto3XzgYXtdQrkygYa/A/iXvTzEvgmf66HW/wPWYaXdnODUZi+3B14DhtufM7CC8jX1uE2D6QzVpg8CS+zlC+z/l3uo9RusJ+kz7M9OgxUT7VmZzlhpT/vYy4FxIbYnAP8G7nCsewHo4nFbVqizXHtG7ZrHmojwNTAVa5JC+WsoJtozrO8SbQEVNHJdrOikrwBNsJ7wDgCt7e3HPMHay/vscn8BUjzSmgJMwLL2jWy9+UDDwA/CUfYXWP2XZwBXAUuAVrGgs1xZZ5sWAYeAZ4BaHmlNsC+ud7Bene8E6sZSe4ahM9RvNBrt+bR9zGOOV07bmVjz2y8HrrFvyJ09bM+QOivQ7Ok1z09vpFNC3dT56a0lqu0Z9neKtoAgDdjA/p8EnAskObY9B9wQYr/6WIZjFdDbS632cjPH8rnA34BTQvw4RgN/tn8Urmutqk7H9ky7zb/0Wqdj3VTgbvum2TfW2jMcnbHQnsDJWHnB07Eeqm4Azi5XPnCDuwx4BPgI6BNrOh1lPb3my+lMAFZjPUydYuu4DsdDFT+9tXjansf13aItwNFoGfbF9D5wG9DesU2wpoQtAU4LsX8C0C1KWjvZ65OwnlA3AZOAz7FeVwM/COeTbGKs6nTsn+TRBebUeStwsr2+PfBXe3kc1hP3HcCJgd9FFNszbJ1Rbs/bHDofxhqI/hR4CGumyjDH71Pc1hYJnY79Pbnmg5z3rvb6x4E/2utvwnIMfNxxnSW4rS1SfzExa0hEzsZ6td4LPIY1AHObo0gC1g/jKEHSXYIVQkBVV7ksNZTWMbaGImAF0FZV78J6Chhn60cdDk2qWhyrOh0ai1T1E491nujQuR44KCKJQEfgdqCn2o5Xal9t9rLX7Rm2TofGaLRnC6w3JrDeVh4F+qvqI1iJo8Y49CkeUR2dAby45kOc9xvtzYEuyVdVdSZwL9AU22FMYygMR2XERPJ6rJkUk1V1PpRGjjzf9sQrVNViEWlrL+8RK6BUcqB8jGhNAY6oamnCaVVdKCJ3Y/3INxmdVdJZC2t+fVesV/8NWP3HKiIdVPV/RmfYOvvb5/2Aqv4hUFBV3xKRcVg3N6/nsftZ5wB721IsL/YzbJ2rbUdG3xiAAJ4bAtsLsMyTh6quE5Etjm2FWF1DTs/A84FUEXkB66nr3hjTWuDcR0ROxnqC2AxsNzqrrLMQ+EpEsoGPVfV9EWmDlfva1XnhNVBnu8B5d+zbGeu8byJ2zrtfdLa1t60XkanA78SKZ9UW6616o5s63cDTriERqeVs6HKOInmOba2xnq6cZAJdsObl9lTVD2NUa20RuRZrttO/VfU6VT1qdB6fTlV9UFXft5c3quoTaoWNMDqPQ6eIJInIFVjTsRer6vW2MTM6j++8r8TqtsoG3lTVS9RyHvMVnhkCERkLLBIrBvevwOqTdHrjOZbbAp/Z634tIvWxwva2VlXXc3lWRytWALH3sPqIpxmd1T73Td3UFm86sWbaLAV6xPJ594tOEWmuqj+q6muq+hc3dbqJ64ZARBqK1Z3zS+A+rEGX4fbrc+mAioh0058GVzoDJ4nIO8BvsMYD1qnqYR9oTVTV3W5qjSOdV+JBf2sc6RyINZPlx/JdMEbncZ/3Irf0eYq6P/UqEStSYGDOd1vgr9hz17FG2V8APgaaA62Ag1hhZT3zYPWTVqPT6DQ640enJ23hQuMmYTnWtHSsS3MsJ2A5jHSwPw8AxpSr43qPfgi+0Gp0Gp1GZ/zojMZfpBu6K9b89F3A30KUORl4O8S25EjqqQlajU6j0+iMH53R+ov0GMFeLFf/Tlghgn8BICKJjlH4Zlg5WhGRnmIn7RYRURdnrfhYq9FpdBqd8aMzKkTUEKjqDuAVVd2H1dcWyLpTjBUmAuBUIFlEnsJyzw7s65lXo5+0Gp1Gp9EZPzqjRcRnDelPs1BeAApE5DZ7fYltefsC/YAfVfVnqrok0hrCxS9ajU6j0+iMH51Rwc1+J6xpWZ/Zy93s/5fiGKyJlT+/aDU6jU6jM350etYeHjT4u8ARrMh8mdH+wjVBq9FpdBqd8aPTiz/XHMrESs79GNZI/FhVvUgdgc5iCb9oNToji9EZWYxO/xJwpHCncpELseLYHKm0cJTxi1ajM7IYnZHF6PQnrhoCg8FgMMQ+MZGYxmAwGAzRwxgCg8FgiHOMITAYDIY4xxgCg8FgiHOMITAYDIY4xxgCg6ESRKRYRFaKyDci8pWI3CWO7FUh9mktIld7pdFgqA7GEBgMlXNYVU9T1VOwYtRfCDxUyT6tAWMIDL7A+BEYDJUgIrmqmub43Bb4AsgEsoB5QF1781hV/VRE/ovluboRmIsVAnkCcC5QG5imqjM9+xIGQwUYQ2AwVEJ5Q2Cv2w90BA4BJapaICIdsJKedBeRc4G7VfUSu/wooLGqPiYitYFPgN+o6kZPv4zBEISkaAswGHxOLWCqiJwGFAMnhSj3C6CbiAy0P9cHOmC9MRgMUcUYAoOhithdQ8XAbqyxgl1YSU0SgIJQuwG3qup7nog0GKqAGSw2GKqAiDQCZgBT1epXrQ/sUNUS4Fog0S56CEh37PoeMFpEatn1nCQidTEYYgDzRmAwVE6qiKzE6gYqwhocnmxvexZ4TUSGYcW3z7PXrwKKReQrrNSIz2DNJFphZ8PaA1zu1RcwGCrCDBYbDAZDnGO6hgwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4hxjCAwGgyHOMYbAYDAY4pz/B46wlFoKjE7MAAAAAElFTkSuQmCC\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 0, {'val_loss': '1.5840158462524414', 'val/kl': '0.4973420202732086', 'val/mse': '0.25478214025497437', 'val/std': '1.0546205043792725'}\n",
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"\r"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "beef055bee3c426d932619b4ecf337ef",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
|
|
"metadata": {
|
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"needs_background": "light"
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},
|
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"output_type": "display_data"
|
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},
|
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{
|
|
"name": "stdout",
|
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"output_type": "stream",
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"text": [
|
|
"step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
|
|
"version_major": 2,
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"version_minor": 0
|
|
},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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|
"metadata": {},
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|
"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 4389, {'val_loss': '-1.028235673904419', 'val/kl': '0.000353723211446777', 'val/mse': '0.005656410474330187', 'val/std': '0.05565137043595314'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
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},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 6584, {'val_loss': '-0.7582443356513977', 'val/kl': '0.0002442289551254362', 'val/mse': '0.0062664104625582695', 'val/std': '0.04417317360639572'}\n"
|
|
]
|
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},
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|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 8779, {'val_loss': '-0.9393323659896851', 'val/kl': '0.0001381170586682856', 'val/mse': '0.007535985670983791', 'val/std': '0.05241641029715538'}\n",
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"Epoch 3: reducing learning rate of group 0 to 2.0000e-04.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:Epoch 00004: early stopping\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:\n",
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" Name Type Params\n",
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"0 model LatentModel 2 M\n",
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"1 model._latent_encoder LatentEncoder 609 K\n",
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"2 model._latent_encoder._input_layer Linear 2 K\n",
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"3 model._latent_encoder._encoder ModuleList 32 K\n",
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"4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n",
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".. ... ... ...\n",
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"226 model._decoder._decoder.3.linear Linear 147 K\n",
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"227 model._decoder._decoder.3.act ReLU 0 \n",
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"228 model._decoder._decoder.3.dropout Dropout2d 0 \n",
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"229 model._decoder._mean Linear 385 \n",
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"230 model._decoder._std Linear 385 \n",
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"\n",
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"[231 rows x 3 columns]\n",
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"INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp/version_3/chk/_ckpt_epoch_0.ckpt\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "9be8989cb7364f059005b15b5d0381db",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n",
|
|
"\n",
|
|
"None\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"name = 'anp'\n",
|
|
"\n",
|
|
"params =default_params.copy()\n",
|
|
"params.update({\n",
|
|
" 'det_enc_cross_attn_type': 'multihead',\n",
|
|
" 'det_enc_self_attn_type': 'multihead',\n",
|
|
" 'latent_enc_self_attn_type': 'multihead',\n",
|
|
" 'use_deterministic_path': True,\n",
|
|
"})\n",
|
|
"trial = optuna.trial.FixedTrial(params)\n",
|
|
"trial = add_sugg(trial)\n",
|
|
"trial.number = 3\n",
|
|
"\n",
|
|
"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
|
|
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
|
|
"\n",
|
|
"logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n",
|
|
"\n",
|
|
"trainer = pl.Trainer(\n",
|
|
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
|
|
" checkpoint_callback=checkpoint_callback,\n",
|
|
" max_epochs=trial.params['max_nb_epochs'],\n",
|
|
" gpus=-1 if torch.cuda.is_available() else None,\n",
|
|
" early_stop_callback=True\n",
|
|
")\n",
|
|
"model = LatentModelPL(trial.params)\n",
|
|
"\n",
|
|
"trainer.fit(model)\n",
|
|
"\n",
|
|
"# plot, main metric\n",
|
|
"loader = model.val_dataloader()[0]\n",
|
|
"vis_i=670\n",
|
|
"plot_from_loader(loader, model, i=vis_i)\n",
|
|
"\n",
|
|
"print(trainer.test(model))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# NP"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T10:07:36.941333Z",
|
|
"start_time": "2020-02-15T09:55:16.786920Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"INFO:root:gpu available: True, used: True\n",
|
|
"INFO:root:VISIBLE GPUS: 0\n",
|
|
"INFO:root:\n",
|
|
" Name Type Params\n",
|
|
"0 model LatentModel 455 K\n",
|
|
"1 model._latent_encoder LatentEncoder 84 K\n",
|
|
"2 model._latent_encoder._input_layer Linear 2 K\n",
|
|
"3 model._latent_encoder._encoder ModuleList 32 K\n",
|
|
"4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n",
|
|
".. ... ... ...\n",
|
|
"67 model._decoder._decoder.3.linear Linear 65 K\n",
|
|
"68 model._decoder._decoder.3.act ReLU 0 \n",
|
|
"69 model._decoder._decoder.3.dropout Dropout2d 0 \n",
|
|
"70 model._decoder._mean Linear 257 \n",
|
|
"71 model._decoder._std Linear 257 \n",
|
|
"\n",
|
|
"[72 rows x 3 columns]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"step 0, {'val_loss': '1.5374459028244019', 'val/kl': '0.4961514472961426', 'val/mse': '0.24871626496315002', 'val/std': '0.9974575042724609'}\n",
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"\r"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "302dff6e932b45bdaf1232169d08ce9e",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 2194, {'val_loss': '-1.3054770231246948', 'val/kl': '0.0014658418949693441', 'val/mse': '0.004981751553714275', 'val/std': '0.059659067541360855'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 6584, {'val_loss': '-1.023400068283081', 'val/kl': '0.00030945712933316827', 'val/mse': '0.005101347342133522', 'val/std': '0.05553557351231575'}\n"
|
|
]
|
|
},
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{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
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},
|
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"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 8779, {'val_loss': '-0.5684605836868286', 'val/kl': '0.00023415201576426625', 'val/mse': '0.004800163209438324', 'val/std': '0.03970134258270264'}\n"
|
|
]
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|
},
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{
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|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
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},
|
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"output_type": "display_data"
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},
|
|
{
|
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"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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|
"step 10974, {'val_loss': '0.206074520945549', 'val/kl': '0.0002613919787108898', 'val/mse': '0.0049077728763222694', 'val/std': '0.032850708812475204'}\n",
|
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"Epoch 4: reducing learning rate of group 0 to 2.0000e-04.\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
|
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"INFO:root:Epoch 00005: early stopping\n"
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|
]
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},
|
|
{
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"name": "stdout",
|
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"output_type": "stream",
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"text": [
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:root:\n",
|
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" Name Type Params\n",
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"0 model LatentModel 455 K\n",
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"1 model._latent_encoder LatentEncoder 84 K\n",
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"2 model._latent_encoder._input_layer Linear 2 K\n",
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"3 model._latent_encoder._encoder ModuleList 32 K\n",
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"4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n",
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".. ... ... ...\n",
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"67 model._decoder._decoder.3.linear Linear 65 K\n",
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"68 model._decoder._decoder.3.act ReLU 0 \n",
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"69 model._decoder._decoder.3.dropout Dropout2d 0 \n",
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"70 model._decoder._mean Linear 257 \n",
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"71 model._decoder._std Linear 257 \n",
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"\n",
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"[72 rows x 3 columns]\n",
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"INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/np/version_2/chk/_ckpt_epoch_1.ckpt\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "372c72633376435b87e2eb9fc7012c5a",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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UFGC1yoBO4BckglZCc4Nv9O7WZmufetfDgYYGg1ArK1VeISFUMJmZCDp1grQ01d7hlAGom809iC9IBIZDQ1WVGletIvryS99z0WxLaC/z9ZprrmHHjh3MmDGDl19+mSVLljTavrS0lOHDh9O3b1+Ki4s5+eSTueaaaw65H+Xl5YwdO5aBAwditcLKlV+SmXkpr7zyyiFfu7URJIJWgpYImrIDmdVDwcXJE1oFocdx5Ur1ftgw6N1bxRGYcdJJ6vndd12D9PbudX1fX9/+9NytjYYGtfjrgDGNigrw5Vhz4ICxi20vEgFA3759qa6u5sorr2TBggWNth04cCAff/wxq1atonv37qxdu5alS5diOcQcJRUVFYwaNYoTTzyR+nrB7t07eeutHFauXHlI120LBImglaALzujFp7YW7rwTnnrKtZ2Uxm43WEDFE2ZClRKWLVPvzzhDeQrFxrq2nzhR2Q527QJzGpe6Os8As45OvDabMecKHBE9WmX9/vvebSt2u/GZ9kAEZo+cfv36cfnllzN+/PhmfTY0NJQ+ffo4PY1iYmIOqS/p6emsXbuW5cuXY7XCSSf9iWeeeZkbb7zxkK7bFggSQSvBbndVC/30E+zerZKjuadQ1nO1oy9M3qCJoK4OtmxRi1NiIhx/vCpSHxrqSgYRESrlBMDCha67fvdx78jjbbe7VifTRDBxoorU/uMPuOsuz+pvYNgJAp0IpJQcc8wxjB8/nuLiYoYMGcKrr77KzTff7PMzCxcuZKtb2tVzzjmHWPcdx0HAZjPWBSkhI6M/f/7zFRx//PGHfO3WRpAIWgk2m6taaN064/Xq1a5tdTt38gjCVSL48Uf1etw4RQDa6869mPqpp0K3bsousHmzcby21jV2IwDdtw8bzAQLBklmZMDcuTBqlBqvN9/0/Ky2JQQ6EWzcuJHt27ezefNmkpKaTlkmpeSqq65i8ODB7N69u8n2LYXFYqegwNUrK1ANxkEiaCWYF/W6OmMRA1i1yvXPNy9IQfWQK/RiY7WqnDcAAweqZ00E7naCkBBFFqDG2gyz0TgQb8DDBV9E0LOnUg9ddx1ER6vqb0VFysaipQNNBHqHG6g45phjKCwsZM2aNYQ4cpGUl5eTm5vrNbVDTU0N48eP5/TTT6d3byMbzpdffsm0adN47bXXDqk/f/nLZE48sSdffbXCeeyrrz7hX/96jqoAS4IVJIJWgJTqBtEL/M8/q91Vejp06aIWo+3bjfZmIujIu1Rv0IuN1arSR4CKIAaDCLp0UYuWGTr30Pr1riqg8vLgGINrhHBtrbKfhIUZAY4RETBihHq9YgXcfz88/LBSIZlLfwayVBAWFkb37t1JS0tzHuvduzf9+vXzuvDGxMTw3nvv8fXXX7sc37FjB6+99hqr3UX5FiI/fxd79xbSuXMX57GHH76DW275G7t25R/StVsbQSJoBeibRC84Wi00erTh1WLeqZoXpvbikne4oD2GiorUgpWUpBb+8HAj4ZwQSqVhRrduMGCA+sz337ueC+CEtYcNZolA1yhOTXWNth41Sj1/9JER75Kb6+rgEMhE4A3p6elkZGRQ3YJw6tNPP52XX36ZGTNmHNJ3f/bZj3zzzU769z/KeWzChAu4+OKraWg4NEN0a6NNU0x0FJhjCOx2Qy104olqYVqyRJHDtGlqMdMeMUIoItCvgzBsLVot5C4NaMTHq2yk5vTeY8eqlBMrV8LJJxvHi4uhV6+gakjXFdCG4p5u1UGGDlWSllldme/YuFZXKyN9IBPBokWL+PLLL5k6dSpnnXUWgDPrpzdUV1cTGRlJeHi4y/FBgwYxaNCgQ+qLmmth9OqV4XL8jjtUOrVAS3cSlAhaAWYD5/bt6qbp1k3daH37QnKyUlE4ghadbTWCUoEBLRE0RQSgIo3NGDNGqTh+/lnpujWs1mAGUpvNsA/89NMuADp3ds2NHh6uNi9gqIy0DVWPXyDHYnzzzTdkZ2ez2ewx0AjuueceoqKiePbZZ1u9Lw0NjW88As3eEiSCVoCuOFZfbxRV10nQhDBE7u++Mz4TJALvaK5EAJ7eQ3Fx8Kc/qdcffeR6TgdSdVSYiWDNGsWSeXmverT761/hiitUDiIwiEBLCYFMBJdccgnPPvssf9KToAlUVlYipfTwMLJarXz44Ye8/fbbB92Xdet+4PrrL+SFF55wOd7Q0EBx8V7KykoCSroKEkErwGaD997L4cYbM3j//RAgg4iIHOf5kSPV87p1xmIUJAJPaF93i0UFiAHo9O1RUZ7tw8M9j597rhK71651DZAKMCeNww5NBHV1EBKiXKymT5/q0S4+HiZMUFHcERHK/ba62pivgbR4uWP06NH87W9/Y+jQoc5jjz32GMceeyxvvPGGR/sXX3yR2tpapkyZ4nLcarVy/vnnc/XVVx90X7Zv38GSJe/y/feGwdlqhVde+RcjR6by738/GFD3fZAIWgHvvJPDvfdmUVKSB0ggjy++yGLVKkUG/furoKjSUpUgDYJE4A16kdFJ5Lp2NXb97l5CGu6upElJypVUSvj4Y+O4TrTWUaFzW23bBg0NIaSnQ0ZGms/2ISHKrgJKKtBR84EsEXhDaWkpmzZt8hknEBER4ZEWOi4ujilTpvCXv/wF+0Hqb4YNG80zz7zNtGkqilhKZatKTu5GYmIyYWHhAUWqQSJoBdx//2xqa13zktTVWXjnndmAuqm0VKDVQ2YXxyARKOhFRuv3tTEzMtIghBC3GeuuHgI47zylkluxwggo6+iF7HWci1afH3002GwNhIX5FpW0a71eQ82FagIRn3zyCZ999hk1Jmv3ddddx08//dSiJHJCCD744ANeeuklZzxCc1FcrDcxvTn33IsYPfo0QEm5VVUwZUom339fzKxZjwXUfR8kglZAQYF3n+DSUuO4thNo9VBQIvCENrBplY42BmvDZViYp63AXSIA6N5djbfNBp9+ahxvLO/+kQztMVRXB5s2qR3upk13c/XViXz66YM+P6fd8bXnkNVqqO8CETNmzGDSpEnsN7mSpaWlMWzYMBLdqhrl5uYyevRobrrpplbtg8Wi3HPd7+nqas/g0aBEcIShZ0/vInZSknF84EAjuGzXLleJQLv1dXRoPbb2+09OVs+aEMLDPYkgMtK7Ifk8RzHUZcsMAuiodgJz0aTcXAE0kJ//L2pqqvjjjx1ERHj/nDeJAAJXKhg/fjzjx4/3WPS9ITc3l++++46fvSVXAmw2G6WlpS2qS6BdwaWENWtW8OGHOezZo8Tb6mo1t82LfyDd821KBEKIiUKIrUKI7UKIf3g5nyaE+J8Q4kchxM9CiElt2Z+2wl13zSMy0jVAJDw8kosuMkowh4QYkZvr1qkJ0d6Lg7c2tOuozhqakqLIUy9U4eF4XbQGD1a1CsyE0KeP8tyyWmH5cnWso9Yu1gv3L7+A3S6Ijy9g0qSref313fznP4uchOsOLRHs3u0aOR+oRPDaa6/x+eefE2XyINizZw/33HMPTz75pEvbUaNGsWrVKh5++GGv15oyZQrJycl88cUXzf5+c96wnJz/8Pe/X+o0FutNSHm5lT//+SQmThwaUC6kbUYEQohQYAFwNjAEuEQIMcSt2d2oovbHAxcDre/QexgweXImN92UDaQDAhCMHDmVsWMzXdpp9dDXXysPo2OPDWHs2Aw+/DAnoMREf8FdItBEoOFNIgBlSO7cGY8FbcIE9bxsWfs0dLYW9O/W+YWGD0/nsssep3dvZQ1OSfEe0Bgfr8a0pkYFoQU6EXhDWVkZDz74IC+99JLL8bi4OE4++WTGjBnj9XNJSUl06dKlRYXmzUQwYsRYJk68mJSUATQ0GBqA+voINm36ga1bf6GmxhIw931bRhaPBLZLKXMBhBBvA5MBc2FQCWgtbzzglji4fcBuh2OOyQQyiYx8nbi4u1m9+k22bl3FRRfNcxLCUUdBZGQOlZVZgDIuFxTkMWtWFjExkJWV6ftLOgDq69VDSwTJya5F6MPDlWtoWJh3/WpyshE1C0oiSElR6riNG1XAWUeEzaYeujqeJteoKKUCuf/+a9my5RfuuusbhHCNsh0wQP0f27ap+auvF2ior6+nvr6e6Ohol/KUvXr1Ys6cOS75h5qDl19+uVllLl37YLyeNu0GzjrrBgoLjXEHqKkRvP32Cjp3jiciIpL6eu9S7uFGW6qGegJmn609jmNmzAEuFULsAZYAXis2CCGyhBAbhBAbigMwcYzNpndbOdTVXUNJST4gKSnJ44UXDDfS0FCw22ejSUCjpsbCAw/MPtzdDijY7WpxLytTKrOICLXLdycC8C4VgJIMzLVEQkJUQRuAr74y9LcdDdp1VNtQQ0OLqaurJSpKFWNZs+ZrfvnlO8LCfvP47IAB6vn33wNbIvj222/p1KmTRzBZYmIi9913H9OnT3cek1Iyffp0XnrpJaqrrV43FS0hgRUrVnDuuecyf/48l+M1NWpO6+SJ+tjxx4+iX7/BhIaGBoxE4G9j8SXAK1LKXsAk4HUhhEefpJTZUsoRUsoRKe55BfwMrePbuxdgNlK6ugZYrYYbKUB9vXcPI1+eRx0Feje1Z496TklRJKC990JCjPwsvogAVByBGaedpj73448d11isVW7l5er9u+9eyYoVrziD8e6771+8885Kjjmmv0cOHDMRBHIsgcViITIykjhv/sRu2LBhA6+88gozZ86kuloccir48vJyPv30U77/3iiRt3dvIaWlBzzSX7tXvwyUNPRtqRoqAHqb3vdyHDPjKmAigJRyjRAiCkgG3EqPBy70TaGIoGk30piYNCyWPI82PXq0THQ90qCJQKt23NVCYaaZ6i3KWCMlRV1DE3R8PPTrp1Qbv//eMRP8aSLQEkGXLpLk5N5OlcSf/nSOs218vBF7ERmpsryGhyuJV0cYByIRnH322dTW1tLgZYv9xx9/sH79eo466ij69+/PkCFDeOmll6ipqaWuLoLQUCMepa5OSaMrV65k9uzZjBo1ivnz5/v83l9++YVRo0bxzjsf0KWLYk0pJWPHptPQ0MBrr9USHm7sXGw2+PjjT9i8+RsmTDif448fTVWV93iYw4m2lAjWAwOEEH2EEBEoY/Bitzb5wBkAQoijgCgg8HQ/jaChQT2UxqppN9JTTpkHuHoYRUfHOLMSdlRoItAGTS0RaJgTREZE+L5xIiJUHIEZ/furZ3PSv44Ed9XQQw99wpgx53glxIQE9ZyYqFRzYWFGmo/t2wOXCDTCwjz3tg899BDnnXceixYtAqBTp05Mnz6dyy//G3a7qyv3vn3qfq6pqWHVqlVs1MnDvGDXrl0cd9xxnH/++Zx55rkMHHg0AFZrLQkJKcTGJrqQgMZnn33Bf//7KD/9pKJL9+/3/5i2mUQgpWwQQtwAfA6EAi9JKTcLIeYCG6SUi4HbgOeFEH9HGY6vkN5KCQUwNBEoA+c8wsKyaGgw5L/o6BiuvtpY5E89NZOlSyE0dBZ2+26SktKYPXsekydnYrMFXnrawwXtcWEOJvNFBKAWLK2DdUePHuqG1uTSr5961hJBR4PNplQSlZVKGoqPd5Wq7HY7b72Vzdatm5g1619ACN27G6q0AQMMiSrQicAbTj55LJs3b6aXzpnhgI4v0RKTvpcrK2HkyJEsX76cHj16+Lzutm3bSE5Opl+/ftTXG0tpVFQ0S5YUuhSjMuO4486la9funHCCKlZit6v/x59SQZvWI5BSLkEZgc3H7jW93gKc7P659gRXT5dMLrgAvv56NqWl+fTokcbtt8/jtNMy+c1hh0tOtgOZ2GwXALHccEMOZ5+thqAjE4EeR3MwWWNEEBKiFrRS10zKgBrDnj2NxHVmiaCjEYGUal7pkp3x8WrszEQQEhLCM888wN69hUyffjOpqQOIizMWfD1+u3ap/ygQieDRRx/lq6++4tZbb2XixIku584//0KmTLmQyEi45ZZbSElJITPzWsAwKNXWGvr6qiro1SuBU089tdHvHD9+PPn5+ZSXV/L++4vIzd3GBRdcTffuKY3q/ocOHc9xx413ZigG/0cZBwvTHCIaGvQCZgdCWLx4Fh98kMfgwUYbu13dfHY7VFXtALoAKUAqZWUF1NQofWEViMsAACAASURBVGwg3mCHA9pjyBxD0KuXa0Uyb3aBxmwFXbsqW0F9vZIuOndWO73cXKMGckeAnlNa0qqs/IkHH7yNF19c5tJuxozbEEIQFxePDszVif66dVPPOo+OLs3awjQ8bYqffvrJWWvYHTri12LZz4IFC7Db7UyadLVTDQZG5C+otvv3e8aleENkZCSdOqXw3/8+xsaN60hOPpUpU1I8jMKbNqnAxquuUuOq09brDY6/A0oD6K9sn9Auj1ZrCFBJbe0e4uPh2mv/zHHHJfL22y84d68A3bsPoH9/5fl08cXvMmzYxHZbBrC1oG+CujojhsDs9h0d7V1S0nEF3hASokoxgiISrR7SZUQ7CvSc0hKB3Z5PZWWxcz5qzJhxK1dd9XeSk7s6F/jISDW+ekEsKTH+q0Cbq/fddx9Lly7l9NNP9zhXV6f6XVVVxQsvvMA998wjIaGrRxszqqvh8cef5u6776beyyr9xRdfOI9bLHDeeZdw9dV3EhHRlUWLlnH99SNYuPAeZ/uFC2H1apV00mq18Pvva1m79lvneX+PZ5AIDhENDYbLY3Iy3HLLQuLj4fvvv6WiYj933XU1Y8dmsG5dDqtWqYji7dtVzYJ9+3YSE9O5XRT9aEvo+6yyUonl5qLqoEok+kJjrqTduhlEodUbHY0I9JzSktbYsWcwc+Z7TmmqsfEDRcKxsapdTY3hghpoc3XQoEFMmDDBq06/vh5mz76D9PR0iouL+dvfPLLdeMVDDz3IvHnzKC0tpaHBMLaXl5czYcIEjjrqKGw2SU0NXHnlLdxwwyN07z6APXv2sGPH9xQX7wIUyehCS0VFsHfvDu69dwz33WfURPY3EQRVQ4cAnStEuzz27t2ZceP+zBdf5FBRUeZsV1CQx9y50wFBQ4PeeuSxYkUWRx0FEyZkOq/XEeHuMZSQYKglQkJ81yIApR6yWAw1hTl3S1iYIoPCQoMI3AvbH+nQmUe1LSU1tRNHH63cHIVQKrPiYuXyuGnTD/z2289MnXqFM6AqOlrtjpOS1Djq/6g9zdX6eujTZxDx8fHU1NQ0Ox359Om3AHYslkiKitTc6twZioqKGDhwIAkJCdTUCKfdSUv2w4f/Hw888B3R0Sppwvbtrmk+unRJpW/fEfTrZ+godXyGv2yEQYngEKBZXO+2EhKUCmj+/NnU19e5ta03kYCCzWbh1VdvckoE/t4V+AuaCIqK1HNiorFT7dRJLVg5OTlkZGQQEhJCRkYGOTkqWlu3i493NS5raP22VoV0tFTU2vaid7MJCUaKibAwtdBrN9LLLx/PnXdeSVHRHufndaS2Vg/p/yjQiODxxx9nwYIFHrmBdGbfKVOmUVpaxsyZ9zQ70dsNN8zmhhvuISQkwUmoFgscddRRbN26lVWrVjkTGVqtVrZu3caePVuIjU2kX7+RbN48mN9+w+koAooIOndOYd689cycmePyff68/4MSwSFA/3FaXP7hh5d55plvKSxsfpRwdXWZM7NjIOQc8Qf0OGqDZkKCscBHRioSyMrKwuLYcuXl5ZGVlQXAX/+aSXi42qlZrZ7Rw5GRili0+q6jka17DMH69QvYufNEjj9+JKGhhgdRTY1gwoQLqKk5QF2dsZi6E4G2EwQSEdhsNmbOnInNZvMoL6k3GeHh4dhsrjEDB4PqarObZ5jzehs2rOKKK85k8OBTuO++FeTmwssvq/Ezx7Xs3Wvs/N0lk4aGplV1bYUgERwC9KJi6A5/5ptvFtOjRxoFBZ7Rw94QG6vuMIulcRXIkQx3IjBLBJGRMHv2bCcJaFgsFmbPnk1mZiZduxqeRaGhnotUaqry2jB/V0eBu0Tw008vUFjYleOPH+mM1u7USen///nP5z0+r+dkIBNBXV0d9957L/v27SPCbTdltvPW17esSl1ZWQm7d+8kObkb+/YVUVKyl6FDR9ClS1eio8Nc0pqnpvamW7e+JCb2ZPXqt1i9ugtwNhaLUZ42Jkbd5/v2KXKorZXY7dJZBc2fnkNB1dAhwF0iSEvrzjnnXMztt88jOjrG9wediOFPf3oKUDuVQK7+1FbQdhabzTWGICxMLe7h4ZCf713C0sfNMQbe1EOdOxsLWkcjAneJ4Morr2foUFUYQxNBTIxv3XREhCLjQCaC6Oho7r33Xv797397nDMvrnV1LSOCl19+milTRrJo0cu8/voCsrIm89prC4iJCefEE8dQWWnomHr0GMhTT+3gxhvf5Ntv3+LHH12z6aSmGp5rhYXw5JN/5sILI1mzZrmzjT/nZpAIDgF6klVUqOdLLrmT++9/milTMnnooWxiY73UUXRAlWvIprZWGYq1+1og3WCHA3ry19QYOW60x5De3PlKIRwSEuK0FWh4IwLz8Y5IBAcOKJVGSAhMmzaD3r1VzghNBNrVNjRU7a5/++0Xl2vExRnJ/EpL1VxtL/PU7BZaW9uy/z89vR/HHHMCCQnJHH308QA8++xDAFRXW7DbjeXTXGTqpJMuIT5e1djSU/eoowwVUVGRuv9ttnqKi42IyCARtFPoP04bIJOSDMPblCmZbNpUwZNPvkFYmGtYbEREDBMmPAFksmaNxVlPFvwfWHK4oX9vTY2xa9X+/1o9NG/ePGJiPCUsm81GVlYW1113ndOQPGhQBkuX5ni01Xrd9rKAtQa0gVOr3Lp0cQ3CM6flCQ+HpCTJ6NE9OPvsoZSUGHkf4+KMcqGBKBFs3LiRX375xWtZSTMRtEQaAJg69Qo+/vh7Lr/8eq666u+88spSIiIiufDCq1iw4F2Xtto2VVdXy8iRF1Nd3QMhYOZMuOQSmDpVpT4BJRFkZT3Pq6/WcNppf3FeI6gaaqew2RQZ6EmwcePrbNy43nk+NhamTs1k4sQLnO54PXumc/312Ui5CyikqiqGvDxjEnQ0ItBkWltrSAT6htESQWZmJkOGDPGaI95isfDcc8+Rl5eHlJK8vDxuuy2LxYtdyUAXue9IEoG77SU8vIRNm75xnnfPzxYdLRgw4GgyMgYwc+aVTJkyih9//I7OnZUBXwhF1jU1gaXGnDlzJkOHDvUoK6lzB7UWTj75DL7/vphHHnmBvn0N108p1dydM+cNpk3LZebM+7DZ1IYmMVHVz05MNOZ1URHExMQTERHlYrzWxO0PBIngIKH/tPp6QyLIyfkbDz54q7NNbCw888wc/vc/lW5J5x6aODGTHj36Exr6GQAbNhi7FfcIxyMdmviqqw2JQIvQmgiqq6vZsGGDR253Dc+c7xbmz3ct9KOD0joSEbimSIe9e1fy4IPKq0YITyIQAt57bxn/+982oqKi2bhxHQUFu4iOVpJEQoKa84EWS5CWlsbAgQMZNGiQy/HmeAgdOOCq1vEGm81GWVkJoaGhxMZ6ZoarrNR2mEnAEEpK1NzLyHBtZ5YINNxzEvlrTINEcJAwewzV1YEQ9URHh5CRoSKXwsNh0aIcHntsLgcOVCGlpLAwn1mzsvjmmxzGj7+Om2++CoCtWzuuakiPow7YiYtTD20ozsnJYbA5cVMzsWdPvstC1xGNxe7pJVJTO3HKKWcDvo3DcXFq0G6//W6WLFnNuHHjHccNg7FeyAJlLLOzs9m6dasHETRHFVRYaKQ10e/1PVhSso8xY3rRv38Yw4encOqp/bxeo7RULeD796skTfX1Sqep03dr6EDJykp47bUCnnzyQp555h7y8w1JICgRtDO432QJCeEsX17JY4+9DKgd6OzZsz12qzU1Fl54Qe0Y0tPVsd27DemiIxKBlJ7BZOHh8OabKn6goKDA5+d9lRRMS0tzyaejF75A2cUeDmipVS90p502gTlzngQ8pQENbUMYOXIYJ598EvHxKjOb2WAcqEFl7mhKIrBa1SKuo67r6tS9+Ouv6j6Mi+vMH3+ouRcXF09CgmcWOq0WKiryvHfdiSAkRNkLAD77rCfr1g1i8+avXcjIX0TQZByBo3TkMKAHUANsklK2mwpibQV9E2giiItzDQbp1Mm32+Pevep4crK68SoqDPEyPLzjpKPWbqO1tYZayEwE3uIHQNXZtdvtpKWlMWnSJF599VWXdjExMcybN4/YWOXaa7MZC1+gL16tifp6tbhp24u5yqsvIoiMVOdiYlwX0k6dDCLQcz4QxtJqtRIeHu70xdfQbrONQUs2dXXq/isvN6KHc3Nh0KAoVq3KIzExmejoGK/Vzyor1WYmzxE2NGgQ5OerY+6qIYCzzlL3/LPPQlzcP8jMVN5FeqybG/Xc2vApEQgh+gkhsoHtwD9R9YWvA74SQqwVQkz3Vl+4o8A9vYSZCMLC1MOX22P37mns3r2ZzMwQamtVlaLduw31UEexE3hzHU1MVCQQFuabSO12O3a7nV27dvHss8+SnZ1NoiN3clJSEtnZ2WRmZjqLsIBBrIGizjgccCeChARDV+KLCED9BwUFe3j66Ud56y0VZBYRYaSm2L/fqHPgbzzzzDPExsby8MMPuxw3q4W8BZKZa1+AIjdtSwH1G4uLoWfPNKKjYxzSg+egaWlCE8HRR8OcOXDPPb6TJY4erVSfBw50ol+/MS79DUTV0IPAG0A/KeUEKeWlUsqpUsqhwHlAPHDZ4ehkIEIvKFqk27btI4YMCeHpp+936qO9uT3qspTx8Umoomw/A65E0FHUQ3rym4lA71obI1J9vM4xYFFRUZQ5LjBq1CgyMzOdbWNjXQvf+9Mz43BD18rQ0tbcucP45JN3gMZTGcTEQGFhIXfdNZM333zO2V4TQUVF4MQSFBQUUFNT41G03izNWCyeRtm9e1133yUlnr9n1y61u9++HTZuhJ07Xa+r6xaAQQTp6Sp2YMAAz75q54fwcGUvsNuNea/vhYCTCKSUl0gpV3orHSml3CelfEpK+WpjFxdCTBRCbBVCbBdCeOR+FUI8KYT4yfHYJoQoP7ifcfihiUD/kVLuQ0pJSEioU8+amZlJdnY26enpCCHo2TOdhx7KZsqUTLp168oTT2zjoovUotURiUDfVGbXUR1MFhbmnUhjYmI488wzCQsLc6YcXrp0qfP8aaed5tI+JMQwPmvtQSAsYG0NXYzFajXGNjR0H4mJKR4VyryhT58+3HbbbVx2mcrpFBKCs2BNeXngxBI8+eSTlJeXc/nll7scN0sA1dW4FIqx2113/75gs8Hrr2dz1lmCv/41gk2blmE2V1VVGfeqFl613c8dQrgWutEbnk8/fY/q6v1+lwialWtICHESkGFuL6V8rYnPhAILgLOAPcB6IcRiR3lKfY2/m9rfCBzfks77Ezaba5KzyZMv5brrTiM5uZvLTZaZmUlmZiZlZa6ZL2NiQhxFatT7jk4ERppk9RwWhnNnP3v2bPLz80lLS2PevHkkJyfz4osvUuEI6T7zzDPJzc1l+PDh3HHHHR7fo6uThYYa1dAaU40cCdBzqKxMvY6OhqVLS+jZUxITYwQ++kJKSgrz58+npARnTh29eFVUqDEMBCIAiHersmMO0ATXNOXgWmCnKfz++xoAbLZ6rFaLQ12kiFQTbHm5ekRHu9phzIiLc80llpysvAU///xjTj21D7GxCX6NzWiOsfh1oB/wE6D/egk0SgTASGC7lDLXcZ23gcnAFh/tLwHua0af/Q6tHzUTQWpqNH36DPBZNUu7jWlosujdWz3v2WPsYjoCEZhVC7W1RtCTNrDpMdREakZtbS3Lli3jpJNU8e+LLrqIiy66yOd3hYYadodA2cm2NbzVeIiMDCE01Mgo2hyYc7iZiSCQx9FqdV1QDxxwvSfLyjw/4wunnXYlKSl96NKlOwMGKH3+zz+rsdBqIS0NpKW5Ek6XLoqE6uqUrcqsjtNj2bfvX4iJUURWV+c/1VBz9kUjgCHeVERNoCew2/R+DzDKW0MhRDrQB/i6hd/hF5ijYTURaLHZl8gdFaV2YXoUo6LgnnvGUFa2m06ddnLgQDgFBSonidZjN7Vra8/Q0oDNpsawrEzdrLpWcWP1cKOioigqKmLw4MFOSeH++++nf//+lJSUMHnyZI/PRER0LIOxJgJzRteIiKYL/ZiRl5fHjh17SE4+hs6d40lOVmOocxf5a9EyIzMzk4aGBrKzs52SgVktpL3S9HySsmU1KQYPHsfgweNcjrmrlrZuVc/uaqG4OGWj2rNHSaVmItBqot69z3HWzHAnsMOJ5nj9bAJS27gfFwOLpJRe9xhCiCwhxAYhxIZis6nfT9A7IbNEkJ19Faee2p/du3/3+hkhXG/AqCjIz99IWVkBXbooi7NOV2v+jiMVZrWQXqxSU9Vu1ay2+c9//oMQgl69ejmP6foE5rQSM2bMYOzYsVxwwQVev6+jEYH+jXrB2rXrU+bMucK5IWkOpk2bxhlnjGXTJlXWLSrK8MJSVc1audMHgQ8//JCFCxe6uI+aDbo6athuNzZurUlgUsIapT1i+HDXc3FxqjBSeLgiBE3EYEgE5uXMag1AiUAI8TFKBRQHbBFCrAOcXCulPK+JaxcAvU3vezmOecPFwPW+LiSlzAayAUaMGOH36WeWCPTu4o8/NgA7sNt9hzPqfOSgSOHcc+/EYqmgujqGggK1c7Db1WQx+74faZDSlQh0gFL37upmMf/u3buVUGn24fYWX6DPe0tOBx2PCLREoH3+q6t/Jjd3c4vm1LBhw7BarUREqA9FRCgiKCszrqvnq7+wcOFCKisr6WRKO2uWCMzTxGJpOp2EOwoLt/Loo+eQnj6Mv//9PY/zO3eq+du5s3IdDQkxFvNOndScy8gwyFeXVtVEsHdvA2Vl+0hM7EFtbWDaCOYf4rXXAwOEEH1QBHAx8Ff3RkKIwUACsOYQv++wwZtqaOrUvxASciJ9+nh3eQScRjop1WI3Y8YcKirgo4/U+f371Q0cGenfakVtjdJS42YxE4HNlsPEibMpKjIMw3PnzuWaa66h2lQFxFd8gRCCKvcSZQ6YCeZIJwIdqGd2HT3nnEuYMeOMFgUqPv3004DatR44oOajWSIA/0sF55xzjsv7+nrXXbV54bdYjJTxzcW+fTvZu3cHe/fu8Hp+9Wr1PGaMWvR79lSOH+YaDzoQDwwi0Kqh0lLJc8/NYNasJYEpEUgpVxzKhaWUDUKIG4DPgVDgJSnlZiHEXGCDlHKxo+nFwNsHYYPwG7wRwcyZd5OSooxyvmCUBVTvk5LUxNT2hbIydc3IyCNXNVRVhUtlJ4MIcvjllywaGjzLUbobi9PS0sjTjttux30hJKTjRBdracAcTDZkSAbHHZdxUBHrUVGeRODvlAi+4B4vYN4XuM+95mDYsAlcdtmTDBgw2uOc3W6ohU4+Wc2x7t2VqtNXMJne3IWHQ3y8jYqKcEJDlXHBnzaC5ngNXQA8AnQFhOMhpZS+q644IKVcAixxO3av2/s5Leiv32G3q5vCZlNqIbtdqXk6dWqeKkeXBQT45pscPvvsG5KSLgdOcqb4jY8/Mher+npPjw2DCGY7SUDDYrEwbdo0wJUM5s2b51LDGIy0Eo3hSJAImuP6avY+0xKBNkgeHBFIQBAebgSVGfEzLb9ea6GkpIT33nuPXr16OSUDMxHU1rraC1oqDYCSMidNusXruW3b1Ph27Qr9+6t7OyREqX0acxrR6No1lIoKOO+8/wCBbyx+FDhPShkvpewspYxrDgkcqaiu9gzUiYuzMXfu33j88Xua/LzZh/vFFx9j2bL/smWLyp1fVmZM5CONCKT0bmCsqdFE4F3dY7PZuOyyy5gxY4bzmHugXnp6OtnZ2TzxxBOEhYUxa9Ysr9dq70QgpdLNNzU39BwySwRr1/6LLVt+ahERrFy5km7dujFlyrmEhbkGlZWVqf74kwh27NjBtddey/333w8YBmENTYItgcWi5ml5M0JbN25UzyecoO5pbZ7q2tW3RGAmAneDcX29/+Zmc4hgr5Ty1zbvSTuBNg5brYZHRpcu1bz99nM8/fRDTX4+JMTwzR4+/CS6d8+gb1/lEbN/v2Hcaq+LlS9UVXnmULLZlL3AYgEhfKt1pJS8+65rRajMzEyuvPJKTjjhBKfXkMViwWazsXPnTq/Xae9EUFmpxrCxXFTmxdBi0fPVzqJFt/LzzxtaRAQxMTHs27ePwsJC5wKmdds6utifLqQJCQlcffXVnHee8ltxN7Y2tZjbbCov0D/+ocZ0zRqYMQNuugmuvx5++km1k1LFCnz9tatqSRPBccepZ22vjoryHavhjQg+/FDy1FM1zpgDf6AxryHth7dBCPEO8CGuXkPvt3HfAg4HDhiLiNVquD127dqAxZJBbKyPgrluCA9Xnx8+/GSWLVvC4sWzEeK/1NfPo7hYqUCONInAXXcLrobilJR5VFRkYbV6ZhsFvBqBn3jiCWd0sc1m4/XXX8dqtXLsscd6vYYuct+eiQDUYuErFsC8GBYWqtedOlk5//w7OPbY4S0igqFDh1JQUEBKSgpWq1oEdQoQHVTmT4lg4MCBZGdnO9+b55hW3TaGlSuNGIAlS2DZMvV74uLUxmXBArj0Uli82AjMW7kS7r5bjcXOnWpOHXWUOtecQL2ICMNhRKepLioSFBVFc/zxNsaN80/a4cYkgv9zPDoDFmC86di5bd+1wEJ9vZEGAVwlgsGDk/jmm51s2LCpWdcKD4cPP8xh1qwsioryAImUeUAWS5fmBFT4fmvBW5GQAwcMIhg4MJNevfr7/Lw3Q/AZZ5zBcccdxwsvvMAPP/zA1q1byczMJD4+nrCwMIQQZGRkOAvct3eJQM+JxnaNZndJnRenW7dobrrpYYYObVkGl4iICHr06EF4eLiTRM1EoGtJBArMRFBR0Xjf6urgPZM36MKFygDesyf85z9ql19dDc89p0igc2el7tm6Fd56S0UXg3IZ1RJ+c4hACBg6VEkDI0fCAw9AVNQnAOTnl/stq0BjRPAlcLuUcrqXx5WHq4OBAB1JaBaDrVb47bccIIMXXghh7NgMFi3yLJruDeHhMH/+bGpq3He/Fj77bHbA1YQ9VPhSIVRVGTut7t2hrEyJWGFu1lBfhuD33nuPH3/8kauuuoqNGzc6g8xASQhgeB/l5OS0a68hc58bIwK9GHor9nMoNS70Z81EUFfn3zlaUVFBUVERtbW1zhxSGma1UFWVp3SwbJna2PXurWoI6N9x0UXqt153nTKwR0fDZZcp6eD229W5JUvgNUeCnWHD1HN0dPPjKaKj1fcKoYzMkyeryOWamqSALFXZG3hXCPGNEGKOEGKU8FUO6ghHdbXnLvLzz3PYsycLUDv6goI8rrjiUpKTk507UF8ID4fCQu/G0crKfOfN3F53ru7wtXBVVhrqte7d4ZlnPuH22+/jwQcfJMHhhxsaGsqZZ57p4ULqDl9FbEB5H82ePbtdB5SZFwhvxFpTo8bSHPVueGgVkZ+/BSFartBfunQp5557Ls89twBQ7tFhYer7WjtKt6VYsGABPXr0YO7cuR4LqPYQstuVKmfWLON/t9tBJ6y98EL461/VIj5wIIwYoY7HxcGjjyqJYNIk9ZsHDVI2hMhIIz5BE0GnZmiFzfsbrSICSEtTPrmlpf7LM9ZYHMEjwCNCiDjgTOBK4DkhxK/AUuBzKWUzkrm2f3jzPX7ttdkojZkrSktLffq/a4SFqUL2BQWevvAxMWkunkNaJG/P8KYWqqtTx81RxSNGnMikSSeSkABfffUVX331FTabjcWLF3teABVNfOGFF/LJJ59Q38QdlJ+fT8+e+nOH8mv8A/eFTgceglqQzWpLUCoiTQQbNvybKVMeobCw5ZbIkpISPv30UyIiIpg8+XpngZqSEuXB5E+JIDw8nK5du5KU5LqTtlqNObd7txEFXVSkduK//aaOJSYqj5+QEJg/X7ltm7e65oR7Gqedpj7zxRdKFdS9uzrulgDV0T9jYQ8JUWRhdmGNiFD91AZ4XRPBH3nGmhRmpJRVUsoPpJTXSCmPRxWsSaHp7KNHBLx5adhsUFLifUcPxg7UF4SAf/xjHtHR7krFGDIy5h1xLqTeiKC6Wv0+s0RgVl9cccUVjBgxgsjISJ/F6x9//HE++OCDJkkAlI2hPdsI3Pus56TF4kkC+rgmgtTUThx33CgiIlqeC+KMM87g7bff5vHHHycsTAdCqXP+zjd0xx13sHfvXm677TaX8TGrgbQxGIziMSscobKnnGKoc7p3b35W1s6dYepUJSmAq1utGTExBllHRXnGf+hz27a9BcC+fQ3YbP6Rspo1M4QQPYUQJwkhTgGSgfVSyglt27XAgDdp4P33c2iqSqevNAgaF16YyUMPZdOzp/KFj4tLB7KJiso8olRD7rnhNaqqjB1Qp045XHddF/r0EWRkJJGTk0NmZibr16+ntraWX3/19F7Oyclh7ty5zeqDtjG0ZyJw3xQcOKBIVO923WGxGH70f/vbLBYtWn1QNoLu3btz0UUX0adPH2c6b10MrKQkcOxY5vEx77q3bTNe5+UpldZ3qjosp57aOt+dlGRsYMxSRFSUoTKKjvZNBJWV24FyGhrC/DamTRKBEOIRYDVwN3CH43F7G/crICClZ5KqDz/M4d57s/CRKNWJxtIdgLqhpkzJZNWqXeTm2rnrrl1AJvv3GxGGR4JE4MugaBiKc7BYsrBY1N27f3+Z07ibk5NDRkYGISEhLt4/0HhhezPS0tKcNYyPFGMxeEbNusNMBIcSVWyGJgItEeigskCALyIwSwT5+bBunbq/Bg0yiiAdKszFaHTkNaiFXhOBe1ZdfR7gpJMuoWtX9ecUFflnTJuTi3AKMEhK6Tut5hGKykrPG3D+/NnU1no3Smo0J92B1v2PGdOL/ftLmTPnZ2CAU5wP5MIfLYG3HHC1tUrS0qklpPRMLXHzzTdTVVXlrEvsnnuoscL2qmRoCFJKlixZwtFHHw207+yjLZkLdrtrHWitxz5YItiyZQvvvvsuPXsO4Mwz/+okgv37/Wssnj59Ops3b+a5556jWXD6RwAAIABJREFUd+8TAEWA5upsJSVGRtC8PEMVNG6cj4u2EBERSlUEaqHXyeZCQ43v6tzZ9b35swCpqf3p1UtJd0VFgasaygWOAJNly2C3e89N4svbB3BJd9CUl4smgtLSYqzWWmprf0UIRT4NDf53zfOFxnah7mho8JSo7HZDXG8stURpaamTBDTMtpemCttnZ2ezbNkyBpiqiB9JqqHGUFOjHlYrhIXVk5mZyFNPzTloIti8eTNz5szh8cfnYbfbnYkV9+/37xzdtGkT69evp6GhwTk+ZnuJnmdHH61UMxUVyv9fCDjxxNbpg9lIbI4nMEcQ6/ESwpWMvRWqCTiJQAjxDKoegQX4SQixDNfI4pvavnv+Q0WFd2b25e3Tu3c6+fm7mn398HA1MR588DkiIiIYPPgU4uON+qf+Dt/3hf37lUjdHK+GykrPSb1zpxH0pIggDeWC2zxoSaCpxHPm3EQa7TmyuCVEcOCAIQ1ERVVQXb0fKeVBE8HkyZO55JJLuOOOuwkJCXEaRnXSRX/hrbfeoqSkhCFDhlBebuSz0tBqoUGD1MZq61bV3yFDjF38ocJ8HTMRmOe9+V4JCzP+S92+uHgXpaV7gLEe8UqHC41JBBuA74HFwAPAt473+nHEQkrvKg2AG2+cR0SEq3tBdHQM99/fuCrIHSEhasJceOF0pkzJJCmpi1PXuG9fYEoEdrvaZfpw13eBtzEsL3e9URURzCM83HU8Y2JiSDIncTdB7/h9JZ5rTBILFIng8ccfJzIykvPOO49SN5cfb3YpMBaP5vS9rMywD/TuncTXX+9jxoxbDtolMSIigjfffJNjjhkCGPn1tfTqL/Tv35/Ro0cTGxuLzWYEuYEaR50raPBg1zKSo7wWzD04mInA7CHkK/uo2U6g2xcWbuX7758BVOBqoBmLK4DPpJSvenscrg76A43VYx0+PJPzz/8XkA4IkpPTeeihplVB3mAOQomIgB491OuCAv/ncdEw90G7gTYnp7t7/202JQ1o1NbqOsWZZGUZ+WJ69uxJdnY2Tz/9tEe1MXfbS2ZmJrt27cJut7Nr1y6X/+C9995j5MiRXH755c5jgWIsXr58OXV1dXz88cds1JnLHCgsVGRp1opp33KA3NzGF9+GBrUgaokgMVGSmppCYmIjhTKaibAwlQBQSpW7orLSfwFQZugofLMH1e+/K6+qLl0UEWhNYmuqhSIjXdU7eocvhO8oYzMR6BoZXbv2YeTIkYD6Df6QCBozFl8KLBBCWFDSwGrgWyll8xLqtGP4kgasVmV86tdvOnAVffpYeOKJGI477uDK9UVHw8KFL/D++28wcuSZ9OhxN6AWA3/mJjejrk4tRDExBhHU1qpjjaka3BeIoiLXeAIdSJaaCmeddQlvvnkzdXVWcnNziTD54M2ePdtZoH7evHnNJtyNGzeyfv16cnNznccCxVj8/PPPM3XqVOLj4+licjNpaDDGrabGWFg0cZWXqwU+NdW3akPr7bVEsHHjK6xYkcT5509uhZ5Lzj33BLZsKQPy/CoR2O127rrrLuLj47njjlkuvxlg+XL1PG6c+t8HD1b36DHHNF48SkMnhgOjoJR7mmvzf6ANxE3B3XMoIgK6dx/ItGm3sW6d/4L0GossngoghMgATnI8rhEqX/B6KeWkw9HBww2r1bvfu92udmMAxcVq1e/VK8YpAh6M/lUI+N//Pua771ZQWVnBpEkGEQSKashqVZM/JsZV7LZaGw/AcScCd8P7rl3quXdviIkJ4YcfSkhIcPXDzszMPChJC1QJwzVr1nDyySc7jwWKaig1NZVVq1Z5HDcTpS5QBAYRaEepAwd8E4GWBLTGqbp6I++88zunnTaGbt26HlK/hRD07p3Onj0lVFZ696o7XKiurubRRx8lNjaWW2+d5XK/WK2wdq16rWMFevaERx5pHgkkJyvpfPNmdd8PHmyMd1mZ+h9qa73bB5qCNxdSi0VJLqGhakwb+3/bCk26j0opdwkhooBox0O/bhJCiInA06hSlS9IKf/ppc2FwByUYXqjlNKjrnFro7EQbm+eQlLC9u3GOS2Cdu1qJJs6WP3r5MnnUVq6n1NOmUDv3uqYVg0FgrFY2wRsNteFqqnF1EwENpunlLV9u3ru399IqXyofu6u19/O77//zrJly3jllVccAWWKVPxNBL5gHt/aWqMwvF5sdaChLxuN1WokW/v991ogikmT/kRqagjduiW3Sh+feOIFLJYExo5V33cwVb9aA6GhoTz0kKr/YbO5bt7Wr1dj1b8/zrQiAL16NX3d+Hjo10/dz4MGqbliXpQTExWZFBe7egw1t764N4kAbFRX7yY2ticVFeEUFxsuv4cLjXkNzQLGoNJJbAXWAv8GsmRT0VTq86HAAuAsYA+wXgixWEq5xdRmAHAXcLKUcr8Q4tC2LM1EcbFrNKAmhvp67zdZSYlricWtWwuAnnz33SPcccfMg1ILaWRlXcXEiVcB8P33aqKUljadRvdwQYvC+/e77v5aQgTeVG1mIoiIsAMhzSr12Rzk5OS4eBTpGIQxYwAy/UoEL7/8Mr/++iuXXnopffv2Zffu3RzlSGjvnoqjpkbZkXQhej0f3I3JNhts2WIct9kgL081PueckUyaNLnZO9am0K1bsjMtc3Gxq/H/cKJTp07cddddgKuRGBQRAIwd27JrhoYaJAC+d+VCGFlYNXxVJHOH+xzv0gWioysYM6YPKo3b4CbrKLQFGlvCLgd6oBLM5QBvSil/bA4JODAS2C6lzJVS1gFvA+6KyquBBVLK/QBSSh8B862H2lrXPCxlZYal3tfuRufD0di3T82UkpLlREUd2k7WXFQ9OtqIdtyzx/9GTXNdBHcDcUuIwH1i19aqZGChoao4x9KlL9Onj6BnT++eQi2Ft6hji8XCunUqBsGf4/rOO+/w2GOP8eOPPxIXF8cJJ5zgCILzVElWVSkyMNsOQB0zbxL27nUlh4ICCUQjRB79+ilJoLWkrdBQ1yAqXykuDic0UYIaQ21/15lEG0NSEgwYoBb3tLTmq3jM8JZHyBeEUJHe2vMqIQESEmJITU0nIkLtBA6mxOahwicRSCkHo3bzG4DTgA+EEOuEEM8LIaY349o9gd2m93scx8wYCAwUQqwWQqx1qJLaFHqQDxxQu5nKSrUwud9MGlVVnsetVrUdGD9+0iETQW1tLUuXLuT1158lIgIiI1WNg1mzQhg3LqPJlNZtCW/J4jQa8xZxL1jiTrC5ueq8vvEOHFAKbdlKIpCvqOOqqnxn//yFK6+8kscee4yzzz6b9PR0+vbty/79+73ahPS8dC/zKaUhudrthuFdY+dOtVE58cR0YmJU8ERrSVuhoTB//h3k538FeE94dzhQWlrKypXfsmNHrotqaPNmNW8zMozF1hdCQtQcTEpSQWc6FUdL0VxpQCM62tVjMDIyik8+2cXgwSqndXPqJbc2Gp0eUsoy4BMhxFJgOHAKcA0qJfXLrfT9A1BE0wtYKYQ4VkrpMhRCiCwgC5rO4dMYdLSlhnmB9xUxu9ct0bbFAgcOhBEeDhdffCORkQfnMaRRVlbG1VdfBMDdd8eza1cWOr11YWFekymt2xKNRRE3tpiaFy1v0cVaLdSvnyKCa665nWnTsoiNbR2ZOC0tzVmgxozOndP87vt+wQUXYrWqneG2bTuJiFCLdlPqAHdpwWJRi8nevZ6krA3xffoYee9biwhCQqC21kJ9vdrj+YsIVq5cyQUXXMD48ZN54YUPnePzvSPCafjwpq/Rq5eh22/pYq6h00sfzOd06gtQ/5N2vvAHEfhcwoQQ5wkh/imE+AbYB8wHkoDbgOakaypAFbfR6OU4ZsYeYLGUsl5KuRPYhiIGF0gps6WUI6SUI1LMGZ5aiJYOsMWi7ANmaJ1o167GH3coEkFqaipRUdHExcXz/PN3YbN5qjQaS2ndVqir815nWKOxpHjmhcmbmLtjh3ru31+J1SEhISQndzkkkjdj3rx5XmMQTj1VxSAcbiKoqlIqlD/+UCq/4mL1vrBQsGePsetvDO5EUFmp4jK88J0zXqNPHxVN3ZpG+NBQuP76WYwfr0qa+yvxXGxsLMOHj6Z//yFOicBuhx9+UOfNRCCEd2cOdz3/wSAq6uAdRcz/S0SE4TQRUEQAXAEUA3cCqVLKcVLKf0gpP5JSNsdEtB4YIIToI4SIAC5GRSmb8SFKGkAIkYxSFeXSBrBYGld1eIPeWZmhdaJW6y/8+ONHwKHaCEKoqrIwd+4C9u7d7bVNUymtWxs6IVxTC6av85oIpDTq5mqsWJHD+vUZQAhvv53BqlWu9YRbA76ijocNO/xeQ3V1arFU2UAtfPHFh/z441rn+YYGRbhNBWa5E0Fxsae0Cmox3LFD/cBff32CiIjWHdvQUEhN7UmvXsplxl/5hs466yw+/ngNd9yhPIfq6uDXX1V/EhOVakgjLs5z1x4f3zrj0lxvIW8wf/8110xi7drnAf94YjVmI7hASvk40MVh7HVCCHFtUxeWUjYANwCfA78CC6WUm4UQc4UQ5zmafQ6UCiG2AP8D7pBStrqwKWXLWba01Lu4romgpOR/fPTRU8ChqYZycnJITU3m73+/1Geb1topNxdVVa4394cf5jB2bAZ9+4YwZkwGH36oFm/3BbW+Xk1iLUmUlLiql1atyiE7OwspVXnP8vI8nngii8svn8jQob258847W+036Kjjuro61q5d65c01FK65uwvLMznmmvO57bbpgGwevUyzjzzKGbOvKrJazU3grewEBoawoA8bLY/iIhofYkAjEIs/sxA6l6V7I031OvTT3fdpXfp4hnz4q2QzP+zd+ZhUZb7/3/dM8ywbwKCoIBrLrmbWmmZWVq5UFqZU2Zltp3qVP4q5bR8KyzL6rRqaruU1qnMOmmpuRxbzDT3fQEFVxBBZJvl/v1x88wCM4gwAwi9r2suZn145pnnud+f9f2pCTxJSVQHzkRw9OghioqUe9egiMAJTwkhBmsPhBCPU7n6xy2klD9IKTtIKdtKKdPKn3taSrmo/L6UUj4qpewspewqpZxfky9xNlRs2a8ODrk3zu0WbnDwKbp16w/U/ELTyhwr6s04ozqS1t6EpiekYeHCdKZOnUR2diZSSo4ezWTKlEksXJheaXHSNG6++koRR79+Oh580GH1f/JJKjaba+irtLSI339fQXZ2ViW5hdrirbfewmAw2Msz67qz2Gx2Pe/0ej+uvHIE/fsPKn+sZ9++nezfv9v9BpxQ3fN3507198ILIxk27EEMBu96BDodFBTk8csvs4D6Cw1JKe1EYLXCzz8rD75ZMxgxwvW9kZGVcwDVaSw7G4SoWZWRBud1Y+bMrxk79mHg7PkiX6A6p8hIVML4/wHDgI5UkwgaAjS3/Fw/4y5RWlgIv/2m7qemPs1116n7NSWCqgaua3jnnZrpGNUUFb/3jBmpFBcXVXhPETNmpHLrrY79klJ9ViMO7TM5OZnMmTOJ0lJH1U5FmM1m/vGPhxgyZLDb12uKFuVdOZbylb+uO4sr/p/k5HbMneuIjnbrdhFLlmwhNjbe5X0FBZVr2J019p0HnlSEdn4OGBBGixZhXk0UazAa/fjtt7nAveTnS6Ss4wG7wNixt7B8+c+88spH9Ot3LV98oZ4fN841XOPvr2Lvzt5DWFjtFnANzgPoawLn36V16/b2hlJNtbcu5xZXZ2ZxDooM3kH1FYypGCpqyJg3zxHWGDDAEdaoChXL8TQsXaoWu65dVSJOcwtrGho6W+w/ODiOm2+u22qhikTgaf7C4cMHXRa6khJ18rojjrKyIubNS0VJTldGQkIib731BqNGede+GDlyJKdPn+Z0eSa2rongbCGooKBgLrjgQiIiHHGKrVtVc5izV6b1GBw5Ao8+Ci++6H57ubkqTm4wKGE1bbHzNhGEhYVyxx33A9jln+sa2dnZ5OaeIDAwmJwctR+BgXDJJa7v07p/nUNDZysrrS5qkx+Aygaktq+nT9d9r0tVVUOnhRAFQogCYC8qkXsjoD3X4PHpp+k8+aQjrJGdncnUqZOqJIOCAvcVHKWlsGSJuj9w4BHy8w+j06kVpaYeQdWx/yAGDJhR5xdZxUqhuDj3+xgXl+iyoGqf80QcJSUHgTT0eterJzAwiCef9E3oy2g0EuIUE6hvIigrK8NWRUC9qMjRuOccHtDCQunp6jzct8+9l/vbb2pRjo7ewnffpVJaqkq2vE0Eej1MmHBn+X6KeskR/PjjSn7/PZuePfvZw7jNmlW2orUQkCb7rtc7hsBUF35+atEXQpGsRrC1yQ9o29Xw/fcLWL78bUCdA3Vd2VZVsjhUShnmdAuQUoZoz9flTtYUqamVrdPiYhXW8ISsrMrPlZXB22+ri7NtW/jww07ce28CH330Zq10htyVOQIYDFHAbKKjTXV6kTl3aGq49940dDpXpjMag7jvvjR7xQs4Fqb4eE/klsiQISbuuONt/PzUlaTT6Zk2bTZ79mzj/vvvZ5fzgFkfoK6TxRUv5lmzptOunR9vvvm8/bkPP3yDJ564i8OHD7kUNDgnDM1m2LLFUSMPrjms3FxYtQpWrNAeT2fhwmn2QTzeTBZr2wsJUYtrWdm559+8tBfExsbj7x9g9+ArJoCDg11zAcHBigSqczycvfzoaKX9k5SktIvi49Vz3vQIVq/+kRUrPgBU301D8giSq/qgUKiGjFP9ISvLc1jDecHTrO78/MqJGotFqRb++ac6ke64wzEgPSIiqlYXWcUyx4SEJJ5+eh7jxuUAJnJz69btdndBX3KJiXvv/cj+uFmzltx992wGDVIhq+PH1XHTFr3Jk9MIDKxIbkFAGoMHw5VXTuTuu1WZXIsWyaSkmJgz59/MnDmTtWvXev07de/enfDwcFauXFnvHkFJSRFSSgICHJqNixd/xRdffMDBg/tcFv+KHsF//qPua7XmWv+AlCpUNGuWqhgKCpKMGzeYG298jmbNIqrUxq8p9HrIzt6NwaDiV/VR5eJ8bD0RQatWro+Dg6s3sF6vV4u9waAIz53lHxJSe4LVmsoArrvuJiZOfABQHkGDIQLgFSHEV0KI8UKILkKI5kKIRCHEYCHE86j5BJ3qaD9rBE/WaVRUol3m4MABFZctKnLI/DpjzRoVs42IgGeeUR7BnDm5rF4tGTPmdrvVVVNoZY4Wi401azIYOdLE6tVKpHXTpu11SgTuvI/Tp2HgwFsRQp0qjzzyHwYMMNlzCRV14FNSTKSlzSY6WpFbeHgSmnej1XZfcsk4Pv3UzA8/qBbjHj36kJSUZK/u8Sb2799PQUEBW7durfOqoYoX8+OPv8iePWYmTHBMeZ0w4SHS0t4jMbG9S0jy1KkC0tKeZPfubZjNDg/gmmvUX+1czcxUlWzBweq1Rx+FXr0Gc8MNTxEcLLweFgK1AP7ww6eUlh4G6r7KZdeuXYwdO4p33lE9BFo/hTMRhIWpa9YZ0dEOIq0KYWHKe4yL816ZqSdo5+Tllw/jrrtUGfGZM3UfGqpqHsGNQojOgAklKdECpX2wA/gBSJNSnsMo87qF1aqsU+cKFgB//yBuvjmNvDwlTqUtaJs3V96GxQLffKPum0yuFoZmJdSWCDRoIabAQDhzRs3+KSgw1isRlJY6kpYzZmwnOjoJo1F98aq6jr/9dj4dO17GyZNZ7NixGbiNwsJUfvkljY0bF5OTk0mHDpfwxBMLOHLkIC1bJvLii2lc5K3RUU6YPn06JSUljBw5kuXL1XP1UTWkzXBQNf7qsdEI1147Bqg8//f771/hm2+m8+mnb7BwYbF9UE3nzvD1145mR013v2vXHHr12szXXz9PZuZGZszYSUhIrNfDQqDO1W7dehMYKCgurnsi2Lt3L4sXL+LUqVKuvnoqhxUfuSza7iz/6pCiTqca0MD7ITV38PNToT+dzpHEblBEAFAuGV33+gZeQHGxsk4Bnn32QfLz8wgJieD2299mwAD1fFVaOqC8gePHVXywYjWCFh/0psXl56cIZvTou5g5E/T6pHolgoICyMzczJQpPQgObsacOQ69DU/HzmKxsGrV95WeLylRZaRSSszmYvbuXYvVquJzhw75TlPp/vvvt9+vy9CQlI7jeeiQCttU/C014o+Kqtz13qvXCHbs+JkePQbaJTmaNXPM3j10SG1fi6adPv0eaWlqsFFiYjeys9djMFzrk8VMr4drrknhjTfUQPi6lkTo06cP77//FTk5YeTmOvSONCLw86t5n0B4uPdDaVVBr1fXfG7uETZv3onBcDlms47Tp70jgVFd1OFXrjsUFztOjpQUE5079wQgPr6TnQScsWZNOg8+mMwttzgaoIqL4auv1Os33OA4OWw2GxMmhDBwYCQWi8VrHgGok0KngyuuuAKA06cNdZqIq7hQFRTA3r2/2xdvZ9hs7nMKxcVF9O9/LXp9ZYYsKytCr/fDz8/fTgIa6kJTqS6Txdr/KC11kMCsWXfy6qsp5OSouI6UcOxYLosW/cBKbbZiOdq168szz/zCqFEv2ZsYmzVTsemoKHXs165V+kVhYdCuXTEJCZ157LGFxMQkExLi5/KdvQmNXLRehrr2CGJjYxk27Aa6dRsCOM9nVn+jompWwBEY6Dpspi5gMKj9/emnbxk3bjBCqPig8/yTuoAPTpP6hdnsOvfziis6cOxYNm3adKNfv5sqvX/NmnTmzJlEWZlrA9TKlZCTY6J1a1dvoLDwJKWlZygtBT8/P68TASjXNCxMXWBHjtSdZeDsEShtHLj88jtp27Yv8+dP5b774unZ8zomTVLJ3pISFa5YuDCdGTNSyc7ORK/XY61ipS0tLfTo5fhCU+n7779n7ty5dOvWja5dnwPqxiPQ/kdWluNc3LJlKSdPZjF+/L/t7ztwYAMvv3wdnTsPonPnQW63peVgtNBBUpIydDRJhb59YezYFxg79gUA+vQZRZs26jVfeQQAgYFWQF9vyWKt4EM7PhoRnGt5qCbDca6f8wbCwrRZCIn063c5O3ZYKSure3JtdETgrOteWHiajIw9ADzxxHLCwlx/6TVr0pk583ZsNmuFbRSxbVsqer2Je+5xdRUDAkL4xz/mEhlZiE7n3QtNs942b16M2dweaEd2NnTv7r3/URU0IigsVFIFFosiu+TkHhiNAZw61ZuVK1/loougZ09FBD//7NpJXBUJgErUgyLcivCFptL333/Pt99+y19//cXrr9cdEWijPZ0neD344GcUFJwgPNwRwG7evDVdu15FmzauU1Tmzr2XvLzDjBnzf5w40Q3Q28MdiYlKZfPkSWXFXn115f/vyzi3Xq88419+mQvcQ26uIoS6whdffEFWVimRkdcgRDRnzqhrJzRUHQ/tu1cHYWG+TwhXBc1zue66a+nd+1qGDsVlHnRd5CmgGkQghPgaeB9YLKVsAFN0q4bzRS6EjgkTnmLnzt1uSWDOnEmVSMCBg6SkOGKyGozGAEaMuIsOHbyXKNag/ehbt66kuNgKtLMnwuoCGoFmZVVeLIcMuY9Dh2I5ejSML7+EHj0UEbjrJPYEgyGA1q17ExvblmXL3qGkxPE5X2kqDR482D7Evi5zBBVnPAN07Diw0vvi4toxdepPAGRlbefUqSNceOGVbN++giNHdrNhw3f07p0NxNs9gk6dYOFCVbzw6KMQEHCMsrJweyLfz89RHeOL0BCAwaAjIMBKSQkcP14C1ECUv4Z44YUX2LJlC9OmrScgQF3XzZqpUNUFF1R/O0ajdzSHvAHt2tf6H+uaCKqTI3gXGAfsKZ9PcA6Huu6huYsLF6YzdGgXPv74Bfbs+Y0PP3yQRYtetr9vwYJUezjIHXS6REaOdP+atyuGNGg/+kUXDSQ0VAXg65IIbDZFBv/9r5YzEfbbu+/exqlTWwBVcrtvn8rFeOokrojg4Eh69ryWdeu+ZvXq93nxxdkkJLjKRPtCU+mmm25i06ZNvPvuu3VKBBbLuTVaSSl5+un+pKUNYePG49x22wJ7493Jk8ps1CzXrl1hxgxIS1PVMR999A/uvDOUdesWAq4Wsa8WEp0Oxo69DwCzue5IACAlZTTXXTeW6Ogkl0Rx587n1uRV01yCL6CdmxoRVJwR7mtUR2tomZTSBPQCMoBlQohfhRB3CCG8vBTWHmZzZcXM3NyD/PTT23z++RN2K1RL2LlHEAMGpLkVptq5cw2TJw/h+ecf8ToRaCfDsGHD7YM/Ks5L9iVsNpg/X0lFVwzd5Ocfo6RkEmp8Nfz4o/IIPHcSK/j5+RMeHse4cS/TqdMgQkOj6NChMykpJp5//l3i4uIwGo0+E9ZLT08nOTkZnU7HHXckA+l1lix2JoKCghx++OF1/vjj60rvlVJSVJRPs2Ym4C+mT2/O/Pk9mDPnJOnpVmw2JZ6nEYEQqsNVO/9On87FZrMRG9sWcNXS8RUR6PUQHi7K/79v/ocnPPnkM7z00ueEhkbZ8wPR0Z69H60Io+Jzte0M9iY2b97EhReGsmmTmnGSl1e3JaTVqhoSQkShBtVMBP4C3kARw1Kf7VkNYbF4DlcIoeP0aRW0jY72tIDpCQmZzcSJ7hem3btXsW7dcr7++lOfeQRaJQF4FsDzBaSEN96oylMqQojHEULVrx8/Do884q6TWEGnC+Kee95n1qwjGI2B/Pe/r1JYeJIjRw6xcGE6ISFhHDlyhD179iCEIDnZuzOaNZnvzExlEBw/nglMIivL93OgK8p1HD++j08/fZSFC6dVeu/zz1/BxImx5Oa+AfQAVMNYUVEwOp3OXkESHOxmqDbw1FM/8/HHRbRs2QU/Pwdh6PW+s3id6+3rOllsNjuOreYRVFVQERxcedGvrU6Qt2E0GjlzphCbTf3Y+fkNzCMQQnwD/A+lEzBCSjlSSrlASvkgUMNJn76BzaYOnudwhaSsLIlXX4X+/dMwGt1JIUwCUhnv92UzAAAgAElEQVQ/3lVLX0Pv3j3p1esSrrxyuM+IoKysjLw8JSxTlzXaNhscP151qEfKw3ToUIbFomrI27Qx8dRTs9Hr1cHQOpAhicGDZzNggMmej8nJcRX/++4712Obman6CbxFBu5lvovYv9/3rTEWiysRhIREMWzYQ/Tvf2Ol9zZr1pKEhMmUlBhp1UqVggL8+ON6ysqUxS2EhX/9qzXHjrkf4Gcw+KPT6YiKcli/vowv6/WwefN/Adizx8PwDh+goKCA3bv3cfq0+l01j6AqIggNrUwE1ekwrkt06NCBPXvyufnm8YAiguoOI/IGquMRvFk+OOZFKaWLfSql7OPpQ/UB7cB5Clc0a5bIa68p3aAlS0wMHDgbgyEJEOh0LYHbgQ8pLFQTtLRSUo0MDAa4/vpr+eqrX5gx4yOvJ+KEUBfY8eNH+PLLJ4Fzn6VQG5SUOKp6PEGvDyI+XmVBs7JUQrR1axOi3PR85JH/EB0tgQyGDlVe1fz5Uyt5GcXFRXz22ZxK2/dmP4GnctTSUt+P/nQODRUVwZ497fDze4O4uCcqhVJ69x5Bfv5VAFx2GcTEZACwcuUupk+fCEBISAn+/gGkpz9Q5f91XhB9SQQ6HZjNKm6Zn2+ps8bHJUuW0LdvO55+ejxFRY751+WjJyrB399VMVRDQyMCvV5PREQY4eHqRysoOHvDqzdRnaUsUghxQ4Xn8oEtUsrjPtinGsNZ+GzKlEkuVSlGYxAREWns26dOjtJSWL7chFLQ0EonkwDXo19WVsSCBalccYWJ9u0d1pafn2/cbr0emjdvgU5Xis0GRUUSqJuMVmEh3HxzGrNmTcBqdRegFFitRaxb1xVI4/BhR/hs/Ph/c+zYXlq0uIScHHXhxcerTuPcXPcLr6dSU2/1EyQmJpLpbro7OtLT032Wl5DSMUNg3z6V1K0oyRESopqXgoKgX7+bKSkBISSbNk0gK8sGfIqf32C2b1eTwJo3N+Lv34bJk5/B39+xvSVL3mL16o+YNOkhRoy43WVgja8qhkBdB0OHDmXxYggMbInF4v3iCXeQUtKyZRKBgb2YPFl5BEaj5xJrLfnq7BF4e3ynt+Dn52ho06qGSkvrJpdRHY/gLmAuasU0AXOAJ4BfhBC3VfVBIcQwIcQuIcReIcSTbl6fIIQ4IYTYWH6bWIPvYIfmEaSkmJgyxSF8Fh2dRFjYcPbtM6HTnSEtDfr1U+9t3nwFV1zxGVdfXQS4X4Bycw/StauqOd68+U8WL/6KQ4f21GZXPUJZL0Zmz14NQHFx3ZCAlOr4DRhgYvTo/8PfX1tRtCtGAMrsUx7TJHbscIRwrrrqPm699VXy8mIBVXar08Hvvy/w+D/1Hq5Gb/UTeJL5BqtXQ1CVtl7Ob2azUg0tLobERDNDhpyiQwcr/v6KdLOzYc8e1RhmsUDHjha2bv2EoqKf0Okkp07FctVVbwIQE2Ng1qyV9O3b32WxP3hwEwcObMBsPlNpapmvQ0MXXKDEh0tLDXWW2Lzxxpv53/8yCAubSl6eGlL/3HOVlUZBWf0aEej1DmL0NN2tvnHffeP58svpgGMuRV1FBKpDBAagk5RytJRyNNAZtSL0QxGCWwgh9KipZteUf+aWchG7ilggpexRfpt7zt/ACdrJWFAAJ0/6MXHiLD75pIRXX80gL+8KIBmbLYSXXkqmd+90Ro58lePHB7Nu3YPccUcQ0dFJbrcbF5do76AdM2YA998/hiuu6OaThUSzqrREXFXibt6EzeZoKLv++qm89FIhIAkNtZQfl4q+fxE5OamV9IkOHFB/W7dWfxcscB/mEUJw992TKi3U3uwn0GS+3RGOLyUtrFZ1O3gQNm5Uv2nHji+wbFkkvXvP4MMP4d134eWX4YEHHCqZV11l4LHHFvLccz+RmAg2myArqyMA+/YtJCZG/QbOh2zcuFd4993fuPrqlEr74WuPQNvvM2fqLp6t/Z/j5bGIYcOU0VEx9GM0qjCZs9eueQLn0nBWl/juu6/ZskXV39Q1EVTnVGkppTzm9Pg40EpKeVIIUdXP3xfYK6XcDyCEmI+adby9xnt7FpjNypXatQvmzLmHoqJ8xoz5PzIy2mK1PoYST1VdrXPnTuKKK+4kPr4jLVqo1oiePa9l6dJZOC96/v5BPP54mr0k1WxW8fHS0hKfCKVpRKDNrK1LIvjhh3TefTeVnJyDhIQkAml07mxi7VpPoZpMlixJp2fPvnz00TQKCu6moEDpcWiS057KdKWUzJz5LgMGXEpqaioHDx4kMTGRtLQ0rx5Pk8nEbbe5d1x9IWkB6liazY6JdpddBqGhOqKjkwgPj0MI1cgUGaks2d69VZmwIs9RZGfvoFWrfDIyItixQ8UF/P1P4u8vWL36J3788Qc6dbqFdu36ERISSadO/d1q5PiyMkanA5stF4iioMBiV1X1NSpWC2kNYRWJwF2PgL+/ItG6FJU7F8yd+xGbNkXx0kuKXLXzSHX4+/Z/V2fzK4UQ3wNflj8eXf5cMFBVTUsC4FxOkIXyIipitBDiMmA38IiUslIJghBiEqqcp8qwgdmsGHTVqnRKShSlfvvtnHLBtMpzdNev/4633soAVKfxzz+/T0XL94YbbiclxcSAAcmVSlI1q9IXRHDrrR2A3RQWmpHS4PPGl88+S2f69EmUlqrvqIV/AgJUqa07SQiAzz+fxOHDt7J5c09AkYC/P3Tpol6PiUnkxInKn23ZUnlfJpPJZ7F6DZ5yBb6QtADlDZw8CatVdI9rroGEhGcYM+YZt+8PDHR4UADvvXcXe/YEo6qzBSEhNsaPH4oQsHLlD3z22RvcdFMM7dr1Qwj3Fq7B4NvFQ68Hq7UQCMNqNVBUVDdSDcOHD+HEiVxyctYCRiIj1YLvTAT+/u7j6sHBvl9Qa4MbbxxDixbw0kuqUqysTJF5SYkjxOUrVIcbHwA+RBU49wA+AR6QUp6RUl5Ry///HZAspeyGOus/dvcmKeVsKWUfKWWfmJgYtxvSZH+//dZVOsJszgJy3X7GOYm5YEEqVmvlVtAVKxYBnktSvW1VakRQUqIkn81mvzqpJ37ssYftJOBAEZs3p3Lzze5KbRUsliLWrVuIn5+qJ7j3XnjnHUf1iruJZYGBQTz1lG/mFLuDu1yBryQtQBHBvn3qQjYa91JY+Eu1P5uZuYk9e34DljFlykHefBPee0/HJZeoePzVV1/PY4+9QJ8+15CdvZOPPrqXRYsqhyh9XRWj00FMTHMMBnXN1FWZ87Ztm9m+fSMFBWpFj4ys7A14UhBtyCQAilxbtFDEdvKkIyxUF/mXKomgPM7/s5TyKynlI+W3/0hZrWKxbMA5hdOy/Dk7pJS5UkpNkWUu0Psc9t0F2sGaObNq6QhnRES0ICNjIyUlhR5DGMeOKY0HTyWp3rYqhVAn7McfL8bPzwYIn8cJ09PTyc11T5anTh1kwAATd9892+PnCwpOYLG0JCwMBg50JOPi4uCmm0xMm+aQk0hISGLatNmMG+dbL8AZWq4gIUGVCuv1vpO0AGWQaFOzysr2sGXLsmp/9sCBDQBceqmJbt0SiYlRi65m4fbvfzn/+EcqXbr0Yv/+P1my5D1++mlhpe3UBREEBATSrJn6seuKCH78cSMff7yBkhIdBoNrs5gW+nFbH3AeYN++fSxcOIeQkBJsNsf89HonAimlFbAJIWqi0r0OaC+EaC2EMAJjgUXObxBCOFf/jkRNP6sRtIN14kT1LHRl4eqYMqUns2bd4bHTWCOAyZPT8Pd3Dbr6yqr084PevfsRGKh+Hi1x5CtUlTTV+goGDDB5TKYHBan39OjhiL8KAS3LJ1qnpJhYsyaD/fvVOM6UFJNb+Q5fwmQy8fvvGYCN2NgDPg1HWa2OZGbr1vEMH/5YtT/btm1fRox4vFLjWcXjFRwMPXr05amn3uCGG8a7vCaE7ztntVnI2qKbn+9+1Km3ERUVT2iomi/iHBbS6ZQ1XZfDXLyN1atX88QTkxBCrWFaNLPeiaAchcAWIcT7Qog3tdvZPiSltAD/AH5ELfBfSCm3CSGeE0Jocm4PCSG2CSE2AQ+hZCxqBItFVfV4qrkPCYkiIEAFU6OiWnH33bOJiIgtn6sb5zb8ERgYxOTJaqFPSTG5XHC+FErTwkPaxexrIqgqvHXzzWku9wMCKndj6/Uq9t2pk6NTKiSkau2Xuqg5r4grrrgMgFOnfHtArVaH/HS3bt0JCKh+gLdVqy6MGzedPn1GuTzvTARZWRmsXZtOq1Zm7rzzIYYMGeHyXn//uhFT0+nAaFR9N0ePnvZ55ZAmiqhZylpOwmhs+GGf6qBnz57cdNPttGihvoz2PesiNFydw/d1+e2cIaX8ATXf2Pm5p53uTwGm1GTbFTF/vqrqcaeUbTQGcfvtb1SaTuZuWtkXX6iqmfj4RB599Hm6d+9rf23atPd49NHnyc3dw9Chl3pjt93CYIDXX3+WvLzbgLY+JwJPydSQkCiXY3TVVSbatYOnn36Q06fz0OlaYLO9wunTJsDMH3/cx6BB88o/6/n/xcTUl+qjMq18bWHZbA4iqDhAvTpQiVjX55yTn++//zofffQmjzzyHB07dqn0eV8nFjXodHD06EagPxs37mbs2N4+bX76448/eeedD8jPvxW4xKViqDEQQY8ePXjnnY946CFV+digPAIp5cfAF8DvUsqPtZvvd636SE9P5777bvcgNKfn7rtnu130K+Lyy02sXq1CGEOGjOKxx8YzeHAHBgxILvc2IDq6OYMG+Y4EQBHBH3+swmJRAlS+JoK0tDR0FWrqNPJ0RliY8ow2bTrJ119LPvzwMAMHasd1ObGxDtlLT4tRRET9CX4tWKB+w3Ox0GsCqxWys5V3dPjwynP6bJs20KtX5RJHZ4/g4ouvICQklI4du1X6vF5fdw1TSoFU7VhxcaDPPYK//trIvHkz2bFDFRY2NiIA9bvHx6v7x4+r6iEpfe8VVEd0bgSwEVhS/riHEGJR1Z+qG6SnpxMdHc2tt95axWQsm50Eli+fzVtvjWPv3u/d1hK3bq0WqYUL05k/36GDo4mkLVyYTmCg71u+DQZo3boDQowCdNx4o3dVOSvCZDLx+utz0OlaAYKwsCQ7eWr6R+CoxhBCkYLRCPfdB08/De+9N8yFONwRgXMLfX2gfXtVo2mz+dYdUaEhtSpmZCzGaFQLfM+eVY9DjIlRMW53i7kzEVx11SjefvtLLr64ctFeSEjdeVs6HfTu3QuAZs06+7yo4aKLLuGpp94gMrI/oIggJEQZFw1RMqImKCo6DaiuzBMnHLOLfe0VVIdHn0U1h60EkFJuFEK08eE+VQuaxHBldUlXOIuo/fDD6xw+vJOYGMGoUcO5+OJIrFYz8+f/zgUXXGi3VGfMSKW01LWTq7i4iMceu5233nqGJUsW0759e69/Jw0LFqSzcOE8pFTf7fjxTJ80rznj8svvxGa7E39/ePtt1w7nuDjYvdvR5Aag0xWxZctvJCV1p1Mn19XNaHRPluHh9TsIpC4G02hlzMXFKh918cWX0aqVWuQB2rVToya1hiEhICND7ZOWXAe1wGnidDqda05FCMHllw91+b+hoarevC67Zp27dPPzVbms2ey7/E+HDp258cbOLC0Xv4+JURPJdLrG4xFMmDCG5csPAdvJyVFEkJSkzg9fGqDVSRabpZQVFcfrfWSle4lhVxgMQS7Jzt69r6BNmwu48MLehIbCmTOnKCk5Q1RUqEu4wlPPgM1mZf/+fQwePNinFnpqauV5Cr6URADYvFn9rTiCMyJCJeXatXO92EaMaMG0aUP43/8+qbQtT95AXcWuPWHNmlUAlJT4jgk0obDCQnUQhwy5zmVQDDhGJEZFqWPbpYvyRp0vdGePwNkbcFcWqtOpbSUk1O2CqNM5jIP8fFVR7kuvwGpV29ekp9u1c5yrjYUIOnbsRGKiWoxycpSyQFGR70ND1Tl824QQ4wC9EKI9qrrnV9/u1tlxtkYuIfRMmuTIDRgM8Npr77qcMB988F+OHTtMXFyCy2fj4xPJznbfSQuQlZXlUwvd03fzlSQCQGrqU8Dz6HR5gGOQq5bsrBjSiIqKobj4DEVFBdx2WwBCCN588wAREXFuF3yt1K8+UVysVTX5IaVv9sdqVQuV1hWakHB2SQN/f4fHoMHZsncmgsjIyrMO6mvSlk4HJ05sBzqzatWPwDDOnPFd+G/p0h85dMjAyZODAJ2L9HRjCQ29+uq/mTQJBgxQHmF+vvrr69BQdTyCB4EuQCnwOVAA/NOXO1UdVNXIJUQQ99//sUuCOCmpstVwxRXXMnbsRPwqvOCuG7YifGmhe/puvpJEAMjKUmaWv7+ju9pg8Nycs2LFbr780sKIEY9jsZRiNpcQHR1N8+aVpQYCAxuG4mP//n3RnFlf1bw7N5MFBRVjtdZsaIu/v+N81Rb6oCBFChVDL3Xdk6FBr4ewMMWmRUXCLr3tq0Vr8uR7mTz5SnvzmpZU1ZowGwO00mrN8MrJUSG/eicCKWWRlDJVSnlRucxDqpSyDkcmuIdnieEoOnZ0eAJhYcr1jo5Wk7927NjMX3+trXLbKSmqGzYiIqrK9/nKQk9LS8O/gpnnS0kEgF69rgMgOtpR71hV6eOiRZ9z333J3HFHsH0q2UMPtWPz5nSXMJsQdaNBUx00b94cg0Htq68uLKvVQQQnT/7JwoWzarytilr6mqVdceGvT4+ga1c1J7lNm6vsg3jKKiu1eAX9+l1Ghw7XYTbrCAx0VA01Fm8AHLOUNQ/xxAkVaqx3IhBCdBBCzBZC/CSE+Fm7+Xa3zg5NNkBDTEwLunefB+TQvbvDE2jd2uFmf/HF+1x7bXduvXUIf/21llGj+vLYY7e73X5Kionff99LWto0WngYf+QrC91kMvH22+8TGqokEUJDfSuJANC9+zUAhIU5VhXn5LAzNCVWNQMYe+/GkSOO6ioN4eH10zzmCZrl6KuYq9WqlEQBQkPLaNWqddUfqAIhIcqTqkgADYkI2rZVO3P0qM4+UctXZaTTp3/MxInfA8q4aGz5AYCTJ3MZMqQDW7d+ADg8goaQI/gSmIXSAqrDccpnh8lkYu3atWRmHiE19UMeeECZUFqbudHomlxr1aoNQgj8/f3ZtOkPNm9ex/79O3GndWcwQGJiBFOnTgFkpTCQry30sWNN7Ntn4qWX4MYbwccCnfYB5JqTFRBApSSnhhkzKiezNRQXFzFjRqpdRqI+y0XdQQkLGvnjjw0MGtTL69t3biYbPPhKxo6t+bYSEhyVRM6D6J2JQK+vP4tYr4e2bRUhHDum9IbCw31nvRYXw5HyYbnR0XUzm7muERYWxoEDe1AV+2p4UWmpIgJf5bWgekRgkVLO9M2/rz3efPNNjh+HQ4ccLrlGBBUt2ssvH8r+/cp6/fPPX7jssqHExbWkIoSA2FjHiWYymfjuu+/YuHEjpaWlPtHNrwjnWvKCAhvVS+fUDFu3bmXt2hKgj50ItAvcHTxVVVV83Z0mfH3DbC4CjCxevNQnROAsL+FBKLfacD52zlavn582D6D+vAFwiOEFBR2nsLA569adJikp1CdEUFpq4cwZGzt3Khbs1MnxWmPyCAwGA6tX72T9+jgeeQQ2bHCEhsxm3+WDqrO6fCeEuF8I0UII0Uy7+WZ3agatZE8T+opV0xI9hjYA+vS5lI8/XsL06ZWHokVGOk6uBx54gPbt2/P7778TGxvLp59+SkZGhs819P384JlnJgCQne1eGdRb+Pbb78jKUqtXYKA6fp7q0SMiPCuxaoiPT/TYS1Df0On+AyTz8stTSE72fqOe1eoYmlJV89i5ouJip4VF6itRDIoIhACL5S8ANm48jdXqm9DQ6tVr6NfPnxUrdgPQzampujERAcAFF1xAnz7hJCQoVYFt21R4yFe5F6geEdwO/D9Uyej68tufvtul6mPfvn08/PDDfPTRexw7psggONiRZKtJWMLf30Eg6enpzJ49G3P5mZ2ZmenTWbfO0OtV0xZAQYHZpzHCFi0SMBiUGxUcXLUlGxYGqameq6o0ob76kpGoCunp6VitDwOZgPTJ7+lMBG+8cRPLln0HqEWzNtLQFRc7o1HdqjJ26gJ+ftCnjzIM8vKakZ/vCGN4EwUFheh04ZSUtEWvb9xEoHla/VUDNWvXqrXNlxIe1akaau3mVu+dxQA//fQTb775Jmlpk+0CTVpYyNOUoksuSaRNGz3dukXQurWgX794e3LTYHCVsU1NTcVSwc/1dWOXBp0O3nnnQwBCQuJ9WjUwdux4EhLUKIjwcM+NX/7+ar8mTnTMGADHEHpt1kBKiqlBegPqd/Nto542nQyguHg3QgiMRlXqGBtbvYXbXTit4mKneW71PXZRr4dBg1Sc5ujRAE6e9I02ztChw5k2LQ/Qk5zsMPIMhvrTrvIVvvnmM9LS7iQ6eh0A69Ypz8CXHoFHLhVCPC6lfLn8/o1Syi+dXpsmpZzqu92qHmJiYkhISCA2NpFD5eXa2kIeGen+Mzk5x5DSxunTKjt6/PgRpk6dhMEA99xjckk81UdjlzNiY1WSoKjIty3mZrND2M5DgRTgsGgNBrjlFhMpKZ7DYw3x4vT17yml+p20OvdvvvmZTp2CCA93LOTNmqmEfEkJdh2n3FxHIjA8XIXlsrJcreqKRNBQhq/o9arDF9Q+5+Wp/TabvWupW62waZNiyI4dHSGxZs0aXh6qtvjzz9/49tsPGT++Oy1bXkRWlvIK2vjQ/K7KnnCud6goFT3MB/tyzhgzZgz79mXx1Ve/kl0++yw2Vi1YrVpVfr9SS6wcLyouLuKVV1Irnbj10djlDM0yLy72bfnYgQOZnD6tVp2WlXPndjiHNqoiJYOhYVZy+Pr31CQQCgrU4tShQzMCAgIqLdoBASrXonlfmtBcbKxDQK1iyW1DPJ6ghTB3odPZOHFCUlTkm05YqxW2blX3NSIICvL9JLb6wOjRN/Pii3Po1u0q++zvXbvUMfBVI2RVRCA83Hf3uN5gsaiDo9Vux8YqvRx3F05UFOTm5rjdjjursK5n3VbE228/BcCRIyd8Ghq67rpBlJYKwEZcnOtrRqPKGej1ronJqpKUDdEbAMp/N9eVw5u/p/NksvBwdRyCgs5usQYGKgJ2Pm4Vj29DjYP7+cG6dYuw2XYgpSA7Wxku3o5n//vfr7J1q2pU6NBBHZ+Gep7VFgMHDmDs2Im0bdvZ7qFrEQ9fhYeqIgLp4b67x/WCnJwc8vIKKC11lI4mJ7u3EoKD1UXZzEObqzurUGtaS0pS83Z9OZXMHQ4fVpM7S0v1PiUCm025HgZDWSUCDQpSxy4+3nVB8+QR1DYp6kuYTCbi4+cAvvk9nZvJrNYsHn98AoWFx6v12Ypk4UwEOl395wI8Qa+Hjh27ExWldJwOHVJE4O3zde3afUgZQGBgsV0CvaGSY22hXYMBAbgQgSbh4QtUdXp1F0IUCCFOA93K72uPu1Zn40KIYUKIXUKIvUKIJ6t432ghhBRC9DmXnR86dCitWoVz//0pdkusYkjIYFDWWVSUqhrJ06QLnWA0Gj1ahSaTiYyMDGw2W52UjTrjoYfuBUCnC/dZaCg9PR0pTwM6rNYLXLqCwbGoVyQIvb7yhRgVpSSWG0r82h2io01ABhs2eP/3tFgcDU8lJbv46quP8fOr2ZXrTLQNecHT6+HKK6/m6qtVicuOHb4hgqFDJwMQE6O3y0435ONSGxQXn2b58u9Zv/47OxEcPerbyiGPRCCl1Espw6SUoVJKv/L72uOzigYIIfTAO8A1QGfgFiFEZzfvCwUeBqoWAHIDraInMDCKvDxlVVUkgpgYlTjW6VTViM1NkC00NLROF/jqYsSIIQCYzXqfnADaTIdjx1Q5pc120EUiQtM98YSKrzUEYbmzQSM0X3hYzqGhTp3a8dprHxIdXbVelSc45wga8oLn56fOg4suUo//+ksVHpjN3ishLSsDrVAxNtZo95Yaat6ktjhx4hgTJ47g3XcfJipKnQunTqmoR314BLVFX2CvlHK/lLIMmA+McvO+54HpwDkL2W3atInsbCu33DITKVUFgfNiVDGu7ak65KRW79fAYDCom5RqkIm3a7PdzXTQJCLg7CEe52MbENBwwxfO0BbViy8eyL59+7y6beeu4s6dkxg3bgKBNYyTOQ+jachEoNeDlJLExEKioiwUFCivwGJRnoE3UFLiGOQeFaWIx3lyXmNDbGwsgwdfw8CBQ9HpsOftdu3ynXyHLy/dBMBZgzer/Dk7hBC9gFZSyv/W9J/YbDqOH1crUnS0q5VaMZlU31VA54q9e3eVh218M5zCEzFqEhFnC/E4H+uGHA5yhmNKmWT//v1e3bbVqkTCQJ2LtV2oNKJtyEQgBBQW5jNmTCinTqnxrhs2KBLw1qztkhJYuVJ1L0dGWmjWrPGSAKgIxYIFP/DSSzMJCXHkCfbu9U2zHviWCKqEUNrFrwGPVeO9k4QQfwoh/jyhmVzlsFod1kJFIqhojNV3FdC5Yt++PfYB9kVFjvp0b8ETAcbHJ2IwnN0jcNbMb6gJ4orQrOznn3+Jiy++2KvbdiaCw4dX8+OPtRvtHRCgwpp1OX6yJmjWLJzg4FCCgv4HOIiguNg75Y5FRTY2bswAHFPdGjI5egPaeRod7SCCjAz11xdegS+JIBtwjti3LH9OQyhwIbBSCJEB9AcWuUsYSylnl89C6BPjpH/QokU8PXvGsHOnIoeYmKo9gvquAjpXdOnSBYNBJQdOnVIWlrdGAaanp1PoxmTTJCKqM1FMCFVNFBHRsKSmq4IjNDSAEC/PzrRYHPISX389lYceurNW2wsNrf85z9WBn59g/foC3n33MwIDVYXLgQOOkGZtUFYGZWUWIiPVstC6tV+D7VPxJvR6SUHBKYKDS+xEkJXlu9kEviSCdUB7IURrIYQR1aBmN5GklIIx4AoAACAASURBVPlSymgpZbKUMhn4HRgppay2jtHRo0fIy8shL0+Zo8418AaDe6uhPquAzhVt27amXXnbpiYTnesF/TktSZxbYWP+/lFMmzabsWNN1Q716HRVD7BpaHBOFqenp5OcnIxOp6u1AJ02tF4rShs4sC8jRlzvhT1u+NCKCgICHKqgG5WKcq0Nl5ISVdUnpbIpO3RQzzd2j2Ds2FF07x7JH38so3179dzRow6VAW/DZ4dTSmkRQvwD+BHQAx9IKbcJIZ4D/pRS1s5vBt566z127TrCihVq1dJG18H5E7OuCjqd9j3SeeihVE6dOkh8fCIvvZTGrbfWnMDcJYkBjMYQUlJM9S5k5ktoC8iECdeSm7uskqAg1GwOtdWqrFeNCF555TUXYbTGDO2YBgWpQVAbNqiEMSgLtjYoK1NkcOqUq5xFY/cIYmKiCAkJpbi4yE5+R46oqMD55hEgpfxBStlBStlWSplW/tzT7khASjnoXLwBgNtvn8Tddz9Dbq76Gpo8gsFwflmpVSEn531gEnl5mUgpyc7O5J57aqeY6SlJfPr0wQbdEOYNaIvW0aMr7SSgoTYCdJrYnNmsLOPw8Ma/WGnQ6+Gtt17gn//sidWqqsD37lWLuM1Wu9p3sxk2b1YFExERVnu4t7F7BHPnzmX79gKGD7+JuDglRVJSApmZ5yER+BpaiZqWoGvVSsVTo6Mbfly1usjMfBJvK2Z6ShJHRiYSGNh4jp07OBYQ97WNNRWgs1odzWQREZLS0nysVh/qBjcg+PnB8eOH2bNnI35+ShDowAGHCmttat8tFli8+K/y7ex0+Z+NGXq93p530zwtgM2b/yYCF6xbt47Ro4fx4ovPYbGoxFpkJA12IEpNoKz+6msjVRfuqqcgiDFj0s6LprDaQFtAoqOT3L5e01Ji565ig+EUPXpEMHx4g9Bm9Dn8/WHcuHv59ts/GTXKRHi4ShJv365er2l4yGbT5juokzIiwtFq1BS8LY0IAgMdIbGdO33TXXzeEsFrr73GihU/8u23zwDJ+Punu5Qznu/QErqeUJveB616qlUrVT3l55cEzGbYMFOjDguBYwG5/nrvlhJbLA69q9DQEoKDQwht6HWfXoJOB927d6Nbt97ExgbYrdctW7Sqn5pt12xWnw0IULMyLrtM/W3MzWQacnNzufnmYaSk9EMI6FyuybB3r2+aS89LIkhPT+ebb75xeiaTkycn8eOP6Y2GCDwldEGVeNa298FkMrF5cwZ//GGjefMMwNQgZwx7G9r5UVzckhtvvNFrpcQWi0Neol27FuzadZqFCxd6aa8bPrTYfUQEREYqRly5ciMnT9aOCPLzHSGmhPJ21MZOAgARERH88ssqNm36g4KCfLp3V8/v368Sxt5uLj0viSA1NZXSCv6mzVbE669XnilwvqKq0M8rr9S+92Hbtm1ce+3lPPvs3fYSPw/CrI0K2vkxb97HfPzxx7Rp04b333+fpUuX1uqYWiwOeYno6PNDbsOb8PeH//znI1544TZOnvwWgMxMPSdP1jxhbDar2QbacdWI4HzpWakN9Ho9//3vf/n1172EhITSooWaW1Fa6pDw8CbOy9O1KmmExkIEnkI/AQFBjBxZ+96HP/74g99+W82yZZ/ZNWFqMuP5fIN2fhgMKiy0YsUK7rzzTiZOnFir7VosjqIFbdBMU0JAAPz000IWLZrHBReoL19c3J4lS+Zjs9UsT2A2q3LcrVvVh0tLVedyY6kIPBsGDx7MhRe2RafTERQEbduq5zdt+psIgKqlERoLEbhL6BqNQUyePNsreiMdOnSgX7/L6NlzFKWlyoJtCiFt7fx49tm3ufvuu+3P62uxcmtJTS1HcPjwMlJSLmf27Nm12dXzCno9mEwTeeGFmaSkXElMjI2SkgDeeustMjOP16ixzGyGX38Fm80fP78NNG9eRHBw4ykGqQ6Cg1W4NijIkTDeuvVvIgBwGx9Xi2RaoyECLaHbsmUSaiBcEqNGzebCC01eGQ5+6aWX8sUXqxg16jNA6Zk0BStWfcd0Xn45mblz55KUlMS8efP4+eefa7xNi0UtWlqOwGLZzm+/ra6z2dYNBcOHD8dkupeOHZO56CK1tMTHP8GxY6dr1BH7wQezWbBAlaMGBPxAly49Pc4ib4w4evQoTz/9L157bSoBAdg7jHft8n7l0HlJBCaTiebNNT0JtUg+9thsRo82Napkp8lkYuvWDPr3twEZxMYqEvCG3ojNphpU9uxRjzt3bhpx7b1704FJ5OerBj2to7g2DXoWi5pTnJenjuH48dfz/fcrmDBhgtf2+3xAQAAsXvwVH3zwDImJBwCw2UYSHKxiGgUF1d+WxQJff/012dlqDsE77/yLuLjmjcbQqw5sNhtpaWl88skspJR06aK8g6wsRwe7t3DeXvpbthxh/nwJ2IiKyuCGG0yN8iRxHrbz7rtp3H13NCUltSeCVavW8O23C9i6VXVtdu7cNDyCX39NxdsNehaL6viUUiWKW7duxaBBg+w6UU0FgYHwwQf/5u23n6Os7DtCQ5U+zs6dyoMtLKy+GmlpKXTo8DQQROvWpbRq1TSSxM5o0aIFzz77LG+88S42m43mzdVMdqsVtm1Thpy3cN4unRYLaHNFYmNpVD0EztDpHNIZNlsbzpzJ88oowEceeYhNm/4iICADCOXCC5uGR3D6tPtwTWZmZo23abE4JIKbN6dJqGO6g04HPXv24fDhg4wcOZZ9+2DVKli+/BgXXxxEfv5e3nlnIZde2puRI0cCsHTpUlq1akXHjh1dtlVYCMXFlwDQv78//v5NjwiEEDzzzDPYbHDwoMrhJSYqct22DS6/vLLCck1xXl76NpvN5eJr0aJxE4HmEURHX80zz6z2ikcQFRWDwRBDSUkr9HqlGtkUiCAszHMjnjtZ7upA8whAKeAuXfotb775Krt27arR9s5nTJ/+Or/8kklSUnP6lAvK//jjUV555UmGD+/Fyy8/x1dffQWoyWZ33XUXnTp1YsOGDfZtaNIxu3erx23aqAWvqRGBBm1aXUiIYy3Ytct7kvRwnhLBjBmvkpSkY968TwB18RmNjZcIksrVEAoLo+jQ4VKKi5VbWJvKoa+++pEXXzwO6EhOVm59UyCCIUPSANdqLIPByJQpUwg4R/NKk7GOi9Mxd24ykE58PHzzzac88cRktmzZ4rX9Pl+gdaaHhkKPHmAwFAHd+eWXA/b3jBo1DlDEO3jwYLp27UqPHj3srxcWwqlTBezfr6ydpCS1CDZFIigoKGDRokUsXvwFer1Dhnv3bkWY3pphfF5e+jt27AYkVquiR40lGyMRCKHqpjX1wZwc7B5BbUYBFherMjRQ9cl+fk2DCHr0MAGzCQpSHcUJCUm8+eYHTJs2Db9zOIE0CZDMTJV0Li7OBCZx6lQ6V101kkceeYQLLrjAZ9+jocLfX51Her1qUBwwQJFrv35f8+qrS1m6dDt9+w5FSjWS8aOPPmL8+PGYTCYKCwuRUjWRLV++F7PZDz+/oyQnK0OvKRJBRkYGo0aNIi1tCgBduqjn9+1ThqC3xoGed5e+lPDss+/xzTc7CQ1VMUStraAxEoFOpy4ubeDHlCmLWL9+OTabar+viVdgNqtk3M5yMUeNCBpTxZUnqHPExNVXZ7B/v401azJq1KDnXgKkiDVrUrn55vG89tprdO3a1Ru7fF5BCIdXEBkJAwaoJeaPPwJISBhC69adsFjUYq/hk08+Yf78+Wzbto2CApUM3b8/vHwbJ4iNdZBLU0OnTp0YOnQoo0ePwWaz0aGDWg9yc1U48lwS8FXhvFs6LRaQUkdU1AXk5akTLzlZvdZYiSAoCMaNg3XrSjhzZiT/+9/HjBunXissPPdGsMJCaN/eiMWyDWhP69ZNx9rSzhGzWd0MBpg+/Wl++eUH7rrrLu67775qbcdTj0BeXuPpbq8pgoOVMFpkJHTsqOYM5+TA1q1mjMYccnP/xN/fSHJyCJdeejH/7//9P8xmMy1bJtvnch87pkpOBw3qSlhY47y2qwODwcCSJUuQUi38ERGqeGTfPli/Xq19p0/XXhXgvPQIQOmd22zK/QwNVdZCY7Rota7CuDho3345ALt2jbaXjtWkhOz0aRsWiwDaIIQkLq7pdGtqhFda6ki2LVv2HevXr2fJkiXV3o6n7vbY2EQOHNjFnj17KPNWAPc8g5ZvCghQ525JyXsAzJ27mU8+eZu77x7J+PHDuOyyATz88GRGjLiN0aPvRK+PRUpl7e7dq7alpQ6aiqHiCUJgr5zSDF+tw/j06dorDfiUCIQQw4QQu4QQe4UQT7p5/V4hxBYhxEYhxBohROfqbHfo0At59FEl0awtYo3VYtBCQ35+8PTT1+HvD8ePh9i17891rdHyCzNnHgD0xMYKDAYVg20K0GKsBw4oq6qkBEaOHMdVV13D6NGjK73f3Vzj9PR08rUh0k4QIoiHHkrj5puH0aFDh1qVpJ7P0IwXUBbs0KE6wMyxYz2Jjh5Mt25X0rlzD+LjW2EyPcapU6pBSiuAyMqCjAy1sv1NBKq66vDhw+zerQb0aKmnXbsUaWpVVu4+V134jAiEEHrgHeAaoDNwi5uF/jMpZVcpZQ/gZeC1s2331KmT7N69jdzcOUAyUqYTGNh4iQAc4SE/P4c1oBWkmM3VjxGmp6fTvn0y7dr5MWXKJUA6LVo0nYohgP791XfNyFCdrtu2QUxMPDt2bGfChAkuQ+wrJoQzMzO54447uPPOOzmlxTDsiCI5eTZjxph45JHH0el0RDQVdTQ3CAlRf6OiYPTou+jTpxgpdRw8eCVTpixj7ty/WLVqP3FxCUgpWbNmGR9++AZHjkiOHIH8fAHkc/z4UqBpE8GmTZtISEhg0qRbALjqKkW269ap89digbw8C++9957L50aPHs1ff/1Vrf/hy8u/L7BXSrlfSlkGzAdGOb9BSuncdB4MnJXCsrKcraxMdu2axNKljWcOgTtoc4SPHNmDEOqH3bTJoehYHWVHbVHLylKL2qlTqspFynQiIpoOEYSGKs0Wq1WFH1asSCc11XFcMjMzufXWWwkJCWH8+PGVEsJms9lDyCeEbt1MGAxwzz338dtvvxETE1M3X6oBIiDAIWQYHa3jppvCAFixAg4dguxscE5RPvzwLTz33D/ZuDGLpUu1ZzcQERFuD4s0VXTq1InmzZvTqlVLbDYrHTsqT8ligaVL1bGcPv05HnjgAbuBsnHjRrZs2cKsWbOq9T98efknAIecHmeVP+cCIcQDQoh9KI/gobNtVEpX89dqLeLVVxvPHAJ3EEIl4JYvn8XOna8CakCFFnmoDhF4qnLZuze1SREBOMINu3bBggWplJRU7sw5c+YMtnMqxzjIBRcoO8bPD/r27euFPT2/oVUPJSWpyr7+/ZUH+3//pzzaQ4fg8GHYvl1w6aWjGT78H+zeHcA334AQkuef70uXLj0JDW3cHv/Z4O/vz9GjR1m2bBnBwXoCAuCaa9Rry5ZBVpYkM/MAUkp2l3fh6XQ6zpw5Q4sWLYCz5xLr/fKXUr4jpWwLPAH8y917hBCThBB/CiH+dPd6Y5pD4A6aR1BSUgh8CehYvz6ZRYvSyc+vHhF4qnIpLDxIaGjTIoKePdXfXbsgJ8dbCqGJvPfeAD755J0mWeboDhoR+Pur7v/77oOLLlIVRa+8ogQPDx5Uyc5x42YxatRbfPJJDFJCSorg6quD8fc3NIk5GWeDKK+ECQyEzMx9XHRREc2bq2qsVasEjzzyCf/975907NiX4mK48MKuHDp0iCeeeJbDhx2zMjzBl5d/NtDK6XHL8uc8YT6Q4u4FKeVsKWUfKWUfd683pjkE7qDTwbJl6fzvf/OAMkBis2UyZ84kFixIr1bC2FOVS0hIsyZXo615BHv2QFRUzWc/O2AACsnP/5VXXpnK55/XXMm0McF5/rVW1PHPf0LXriq5+c03KjlcVqb+fvaZShq3bw+jRysvWKsI/BsKO3du4J57rmfMmDC6d/8DgA8/hF9/FbRv35OTJ9VcjKwswYkTeo4elbz77mscPnyo6g1LKX1yQwUA9wOtASOwCehS4T3tne6PAP6sxnal8y0gIEi+/vo8abPJRotjx6RMSEiSFb87IKOjk+SBA1IWFUlZWur6uXnz5smkpCQphJDNmjVz+3mDwShff32eLCysl69WL9iwQcq4OClByhtumCeNxiC3x6b6N6PL46CgIDlv3rz6/poNAtnZUh44oG4//yzl559L+dJLUgohpV4vZefO6ndo1Ur91eut8v7718muXYfI++6bIouL6/sbNBzYbDY5efJk2aVLD/nZZ6vlggU2eckluRKkjIiwyeXLHcdau/300zYZHh4pO3fuJataX31GBFIt2tcCu4F9QGr5c88BI8vvvwFsAzYCKyoShbubv3+whBgJQoaEJMmXXponDx700ZFvIDhxQkohhNtFSAght293/PCHD0tZViblxx/Pk4GB1VvgEhKSZFFRfX/LusNff0l5zTXq7I+Lk3LixHkyLCyqRiQghN7t80lJSfX9NRsETp50nJs7dyoi+PxzKQcOVMe/8u1fslu3qyUgL798WKM28GqKvDx1PFevlvKSS26X8LsEKcePl/K336Rcu1bKXbuk3L9fyssuS5GBgWFy6tRvqyQCIWvbiVDHaNu2jywo+JOcHHj5ZeVCBgaqGGRjRV4edO2aTHa2+7r08PAonn32DVJSHFIJAwZ4fn9FCCEoLrY1mcqMzZthwwZ45hkVo+7VC557DoYP99yRqNfrsVYYC2cwGDGb3cflhBDnmGxunCgrU6EK7dAVFMCpU6oZ6u23VZfsqFEqebx+/Vpycx/m1lsfJjbWQHx8c66//rL6/QINEGazqhSyWODhhx9h1aqjnDnzOeHh8Oabjp4gf384c8ZCTk4ZZWVBPPGEWC89hNfPu8j64cMqA+7vr+RpdbrGX1Hg7w+TJ6cxdeokiosrV7jk5+fy+ON3AtjJ4PDh6idB4+MTm1Sy2M9PlTc+9hhMmaJIYetWaNEiiSNHKpNnUlISaWlpPPzww+Tm5gIQFRXFk0++wZNPpmK1Vv6Mp5xMU4PRCAkJcOKEyguEhamb1QpPP+1436BBMGhQP2JifrcPaW/CbRhVwmCAI0cO8PTT/6SoqIz33/+BJ5+UZGQIPvhASXt06qT+zpzpx4EDZ18gz7vLv6RkPZBMcnK6XWOnKRBBSoqJadNmexyybjaXMWOGY8pWfHz1FqLAQDXruSkRQVSU+tu8OfTrp+6vXw/jxqURGOgqUR0UFERaWhomk4mcnByklNhskk2bcrj4YhNWa2VZa+0zf0NBp1PH3FkCJiHBUakWploMMBodkuvQtHsHzob4+GasWrWYP/5YRps2+dx4ozq4q1bBwoXw4ovw+OOqg9558L0nnKeXfyYHDkzi119VdUZjJwK9Xn3HlBRTleGGw4cP2gfWTJ6c5pE0NMTFJTFt2mxSUkxNiggMBoe1qQ1P+fNP6NPHxNSps0lIUBLVSUlJzJ49G5PJVZ20sFC552qWiomoqNnExqrPJCa6/0xTh5+fqgLSYDSqsFCHDmpMateuarHSrmUhvDd9qzGiVatwZs36ijVrMomJiWD0aLjhBrjyShg+XGmwAVxxhQrBvfpq1ds773IE5UlTAOLjk/jllwzi4hr/SXPihKq/rir2Hx2dxMyZGbRsqayp/v0DKStz30kSHZ3EypUZBAerhTGhUqtf40VentIZ2rtXxbAnTVK9GG+9pcKNnTur4+FO1sBiUeFJmw3+9S9IT4dhw2DGDCWrkJjYOMUPvQEttm0waCrC7t/n56fyfprn9jfc48wZtS5o2LzZIaRotapcTFSUOi+NRhg61HOO4Ly2A48cUXHwpiCYprnJkyenYfAgvFJSUsjs2fdz1VXR9OolKCsrQQgder3r+/38ghg7Ns0uDKa55k0JkZEqNGE0Qvfu6rn161Vzk9WqGnAqNmJLqS48m03dNm5Uz194oXK/DYa/SaAqGAxqiFRCgkOLqCJCQpSn8DcJnB1an4XmRSUnq3Bnmzbq+LVooYyaCy9Uf6vCeU0E8fGJGAxNoytWI4KUFBMvv/whoaGVr5TCwlyWLp1JYWGu/TkpbdhsNgIDowCBTpfEpEmzufpqE0KoY+fpomysEEKF26Kj1WMtPPTbb9gH/pSWwvHjrhOgTp1ydHEfOOCYqdu3r9pmUzBIagstWhkRoY6ZEA5S1qaa/Y3qIypKEWdoqDLo2rRRZNCxo+qgr66Rd94uoQEBKsnZVBJKRqPD2kxJMfH77zlERydV/aFySGnFag0BbNxwQwYDB5rs3kBoaNO1YhMTlZXaq5eyrnbtgr/+Amdh0VOnlCdgNqvSR1DhpP/9Tz2XmOgYlfo3EVQfer0ig9hYNVQlPh5iYpqGUecLREZW7sDWDJ7g4LN3Z5+Xh7158yRefFElOZvKxees8Q7qfm5u9UtEy8oOIoQq09Pp1EUH5z7drDFAIz5N1js4WCXaQMX8cx0OlX02dF6eI6Z96JCS/wVVpqdZXU3FKPEWwsMduT2tpPdv1Aw6nWNIV2ys+qtpPMXEnL3P6ryrt+natTeLFjm055rSxRcRoeLW2oIUH59Y7aYxSGTcOHVSdOyIffxfY6+4OhuiouDoUbj6aiXpe/gwLF6sBthoxJuX55j5cOKEum3frh537ep4X1MxSv5Gw0RwsKMyy1nnqTo4Lz0CDU0tLmswuFrwkydXrnt3ByGM3HZbGsOHKxdcs2CbqgVWMRTWooUixJtuUo9//lmFiY4eVaSrkUBRkcoN7N0LO3Yod/vii9VrfyeK/8b5jPPaHnSOmzcVRESosjGr1dFFPH16KkePZqLT6bHZrIBAm/ETEhLF7be/wYABqlcgNtaxraZKBAEB6rzRPKvISOVZ9umjLKrMTLXYl5aq0FDLluq9e/eqxx98oB5fd51KzkHTMkj+RuPDee0RNMWFTIsFakhJMfH442n4+weVkwCAxGgM4oEH5jFnzv9v79zD5KrLO/757mY3C7lJWBYIF+OGBBIgxTSItXkgFUIFFcFGngoSbkKRkkhjWmwBkUgpFREppEAqLUVaAUt9pJVwqUYqQa1RAaGmLRRaboVcjGCEQJa3f7y/Yc8OO9lNmDlzzs77eZ555lx+Z+Y775nfeX/X97eOOXPcYXR3Dxwb34r2A39oZ2PcS14r6Ojon2m8apW/P/OMh0Z49lmvEdx7r9cKJk6E+fP7Pyc7WSoIykZpHUFbW2uOfwd/6GQ7jq+44nw2bx446P3VV3/FrbeeP+DYpEn92x0drd0/MGHCwFJ8T4/XCubM8f1Vq7xJyMzXLXj6aa8R3Hyzn1+wwO1ZGZmxrW2yQVAkSucIKsOgJkxo7QUrurv7S/S1AsytX/+/9PR4/JZZswbWAFq1NlBBGlizamvzYaD77uu2XbcOli3rrwls3AhXXulNQ/Pmec2hcv2YMa3XRBmMLErpCHp6Wrc2UKHS3j92bO0Ac5Mm7U1vrzd7VEq/lUk7O+2Uo9iC0tU1sCTf3e0FjPnz3b4PPODRSR9/HK67DjZscEexYIHXyCrxilpxCG4wsiidIwDPhFECcxt0d8MFF7x59FAlqmg1Eye6E42JO061Q9xrLzjsMC/9H3ywTx5butTDSYwZAwsXepNab29/YLQaET+CoDTE42AEcNZZJ3LVVf1RM/fYoz+qaJbOzujUrKazc6AzGD/eS/g9PbBokc+5qKwJfcYZPu9g0qT+sByxsHowEihd9NHZs2fb6tWrh07YgvT1+SzYSpjkanbdNTo1a/HCC/1B5jZuhDVrfPvFF2H5cg+RfOyx7iimT/faQGXmZhCUAalJK5RJeh++LnE78GUzu6zq/GLg48AWYC1wmpkNd6psUEV7u5dQJ0zwVdw2bfImoI4Of7XSLOxtpbvbh4r29Xnb/7hxHol0/HhYssTTjB4NU6f2N0vGClrBSKFhTUOS2oFlwFHADOCjkqqDof4EmG1mM4F/AD7fKD2tRleXN2PstJM3Y4QT2DptbQMf7DNmwJQp/e3/ki+iUtnfcceoXQUjh0b2EbwLeMzM/tvMXgVuAT6UTWBmK82sMgD++8CeDdQTBFtl3Lj+0VWSx2WqrDUwZUp//0o2hHUQjAQa6Qj2AJ7K7D+djtXidGDFYCcknSlptaTVa7NL8gRBnaleEGX0aA8sl33wR7jkYKRRiLmlkj4GzAYOG+y8mS0Hlqe0ayXVqx+hG1hXp89qJKGz/pRFa+isL62ss+YCJo10BM8Ae2X290zHBiDpCOB84DAz2zzUh5rZLvUSKGl1rV70IhE6609ZtIbO+hI6B6eRFdwfAlMlvUNSJ/C7wB3ZBJLeCVwPHGNmLzRQSxAEQVCDhjkCM9sCnAPcDfwMuM3MHpW0VNIxKdnlwFjga5IelHRHjY8LgiAIGkRD+wjM7E7gzqpjn8lsH9HI7x8Gy5v8/cMldNafsmgNnfUldA5C6WYWB0EQBPUlBsEFQRC0OCPaEUjadehUxUBSKQJDS9p56FTNJ+xZXyTVbbReIylLni+aPUekI5A0VtKXgBWSrpf04WZrqoWkHSUtA+6StDCNpEJSoe5NsumVwDclXSLpt5qtaTDCnvVFUpeka4GVaaDHe9PxItqz8Hm+qPYs1M2sB5L2AL6Cr+B+NHAfxY5htBjYGTgZ6MKH02JmrzdTVBZJU4GvA33AaXiAwD9pqqjahD3ry2lADz7Z8wngryV1FcyeZcrzhbTniHMEwCt4pNNPmtn/AbcBD0qa2WRdbyCpK72PAjqBvzezNWZ2ObA2lRSbXkrIsAlYbmZLzOzf8ZFgz0kqRGyosGd9kTQ2uwt8z8zWm9nfAN8DLk3pirI8VKHzfBnsWZSMsd1I2lfSdZJ2ADCz9cB3Mkn2AnqB/2iCvAFImibp74Cr8fRT3QAACjhJREFUJc1Ocy3GAr+RSXYWcJKkPZtVSkg2faNEZWbPMjAO1I7Afmb2dO7iMoQ964ukfSTdBtwo6f2SKjFrezLJ/hA4TtIUM7NmPLzKkufLYk8ouSOQNAevEp6JNwkgSWa2KZOsE3hyOOErGkn6014PPAQ8DPy+pNOBPwfOktQNYGZPATcDZzRJ5/uBfwSWSPp0OjbKzH6ZSTaR5meysGcdSbWlLwGP4Hnqg8BngJuAoyUdAJCc1TdITVmW8/jzsuT5stizQqkdAbAeb3ObBpwq6e2DGPKdwOMAks5oYnVxCrDJzD5vZlcDXwaOA3YArmXgBJL/xKO1NqO6+DxwIm7T8ySNNbMtktoyWmYAjyZ9J0ialrNGCHvWm92BjcCfmtk3gM8B84CpuMM9X/0jcu4CmrWAVFnyfFnsCZTcEZjZz/A1Dx4D7gWWwpvagg8HdpZ0O3AC3p6YO2b2CDBZ0qHp0MPAt4A/woPuTZR0kaTj8VXbXk7X5VpCMLPVwJpk07uA69IpZbTMAXaR9HX8ITfIwpgN1xn2fItknaKZPYNHAJ6X2b8WuDQ52k3AxZI+jte6NuShcRCdhc3zWQ1FtuegmFnhX3jVeXxmX9XbwDjgMeDwqmtX4KWt+Tlp7QZ2zeoD2tL2QuDmzLmDgBvSNdOABcA9wInN0DmITcfjpZqDM+dG4w/dHwHH56Bzd+A9VceKaM836SywPU+vOtae3k8B7s8cfxve8XoQsBPevHFLjvY8vca5wuR5fI2VLwCdRbbnkL+j2QKGYegL8aB1twCfTcfaqtJUDH8u8M9p+6PpITw3R60XAGvwZTcvy2pL2/sAtwMnp/2d8aB8u+Vs08F01rLphcDKtP2+9H5sjlofxUvSs9J+1mEVwp5D6SyKPdN3/whYXON8G/Bt4NzMsZuAA3K25VZ1VtmzaXkeH4jwCHANPkihOg8Vwp7D+i3NFrAVI4/Bo5PeCuyKl/B+AUxO599Ugk3bP0/pbgC6ctLaBVyGe/tdkt5fARMrf4hM2iPx9stZwPHASmDvIuisSpu16RbgJeAqoCMnrW0pc63Aq85/AIwpkj2HobPWf7QZ9vxC+s43fV+Vtl/Hx7cfC3wsPZBn5GjPmjq3ojnXPE9/jfTqWg91+mstTbXnsH9TswUMYsC3pfdRwFxgVObcXwGn1bhuAu44HgZ+M0+taXv3zPZc4KvA/jX+HJ8A/iL9KRqudVt1Zs53J5v/JG+dmWPXAEvSQ/PQotlzODqLYE9gOr4u+Di8UHUa8O6q9JUH3IeAi4F/BeYUTWcmba55vkpnG/BTvDC1f9JxCplCFf21llztuV2/rdkCMkbbOWWme4BFwD6Zc8KHhK0EDqpxfRsws0la90vHR+El1CeBK4B/w6urlT9EtiTbXlSdmetH5ZTBsjoXAtPT8X2AG9P2YrzEfS6wZ+V/0UR7Dltnk+25KKPzs3hH9APARfhIlQWZ/6cara0eOjPX55LnB7nvB6bjlwJXpuO/h08MvDSTz9oara1er0KMGpL0brxqvQ64BO+AWZRJ0ob/MV5lkOUuwUMImNnDDZZaS+vZScMW4MdAr5l9Ci8FLE76scyEJjPrK6rOjMYtZrYqZ517ZnQ+BrwoqR3YF/gkcIiliVeWclvaztuew9aZ0dgMe+6B15jAaytLgSPM7GJ84aizM/qMnHgrOivkkedr3PfT0+lKk+TXzOx64DxgN9KEMStQGI6hKMTi9fhIii+a2S3wRuTIw9NMvNfMrE9Sb9peKw8o1VlJXxCtXcBmM3tjwWkz+6akJfif/MnQuU06O/Dx9QfiVf/H8fZjkzTVzP4rdA5b5xHpvv/CzD5XSWhm/yRpMf5wy3sce5l1zkvn7sNnsc9KOn+aJjKWxgFUyN0RpFmAA0oeZrZG0lOZc6/hTUPZmYGHAztIugkvdZ1XMK2vZK+RNB0vQfwP8Gzo3GadrwEPSbof+K6Z3SPpHfja1w0dFz4CdU6p3PfMtTPw+/4kxbnvZdHZm849Juka4NPyeFa9eK36iUbqbAS5Ng1J6sgaumqiyKbMucl46SpLN3AAPi73EDP7TkG1jpZ0Ej7a6dtmdoqZvRo6t0+nmV1oZvek7SfM7M/Mw0aEzu3QKWmUpOPw4djfMrNTkzMLndt33x/Em63uB+4wsw+YTx4rFbk5AknnAP8ij8H9QfA2yexsvMx2L/CDdOzDkibgYXsnm1nD1/J8K1rxAGJ3423Ey0LnW773uzVSW6vpxEfa3Ae8q8j3vSw6JU0ysw1mdruZ3dBInY2k4Y5A0kR5c85vA3+Md7qcnKrPb3SoSJpp/Z0rM4BpklYAH8H7A9aY2csl0NpuZi80UmsL6fwdcmhvbSGd8/GRLBuqm2BC53bf9y2N0pcr1vihV+14pMDKmO9e4EbS2HW8l/0m4LvAJGBv4EU8rGxuM1jLpDV0hs7Q2To6c7FFA4w7Cp9Ys1fm2NjMdhs+YWRq2p8HnF31Gafm9EcohdbQGTpDZ+vobMar3oY+EB+f/jzw1RpppgN31jjXWU89I0Fr6AydobN1dDbrVe8+gnX4VP/98BDBRwJIas/0wu+Or9GKpEOUFu2WJGvgqJUSaw2doTN0to7OplBXR2BmzwG3mtnP8ba2yqo7fXiYCIBfAzolXY5Pz65cm9usxjJpDZ2hM3S2js5mUfdRQ9Y/CuUm4BVJi9Lx15PnPRR4L7DBzN5jZivrrWG4lEVr6AydobN1dDaFRrY74cOyfpC2Z6b3Y8h01hTlVRatoTN0hs7W0ZmbPXIw+F3AZjwyX3ezf/BI0Bo6Q2fobB2debwaNqFMvjj3JXhP/DlmdrRlAp0VibJoDZ31JXTWl9BZXioTKRrz4dJReBybzUMmbjJl0Ro660vorC+hs5w01BEEQRAExacQC9MEQRAEzSMcQRAEQYsTjiAIgqDFCUcQBEHQ4oQjCIIgaHHCEQTBEEjqk/SgpEclPSTpU8qsXlXjmsmSTshLYxC8FcIRBMHQvGxmB5nZ/niM+qOAi4a4ZjIQjiAoBTGPIAiGQNIvzWxsZr8X+CHQDbwd+AowJp0+x8wekPR9fObqE8Df4iGQLwPmAqOBZWZ2fW4/Igi2QjiCIBiCakeQjm0E9gVeAl43s1ckTcUXPZktaS6wxMw+kNKfCfSY2SWSRgOrgI+Y2RO5/pggGIRRzRYQBCWnA7hG0kFAHzCtRrojgZmS5qf9CcBUvMYQBE0lHEEQbCOpaagPeAHvK3geX9SkDXil1mXAQjO7OxeRQbANRGdxEGwDknYBrgOuMW9XnQA8Z2avAycB7SnpS8C4zKV3A5+Q1JE+Z5qkMQRBAYgaQRAMzQ6SHsSbgbbgncNfTOf+Erhd0gI8vv2mdPxhoE/SQ/jSiFfhI4l+nFbDWgscm9cPCIKtEZ3FQRAELU40DQVBELQ44QiCIAhanHAEQRAELU44giAIghYnHEEQBEGLE44gCIKgxQlHEARB0OKEIwiCIGhx/h8VoqLYA/CKlQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n",
|
|
"\n",
|
|
"None\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"name = 'np'\n",
|
|
"\n",
|
|
"params =default_params.copy()\n",
|
|
"params.update({\n",
|
|
" 'det_enc_cross_attn_type': 'uniform',\n",
|
|
" 'det_enc_self_attn_type': 'uniform',\n",
|
|
" 'latent_enc_self_attn_type': 'uniform',\n",
|
|
" 'use_deterministic_path': False,\n",
|
|
"})\n",
|
|
"trial = optuna.trial.FixedTrial(params)\n",
|
|
"trial = add_sugg(trial)\n",
|
|
"trial.number = 2\n",
|
|
"\n",
|
|
"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
|
|
" os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
|
|
"\n",
|
|
"logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n",
|
|
"\n",
|
|
"trainer = pl.Trainer(\n",
|
|
" gradient_clip_val=trial.params[\"grad_clip\"],\n",
|
|
" checkpoint_callback=checkpoint_callback,\n",
|
|
" max_epochs=trial.params['max_nb_epochs'],\n",
|
|
" gpus=-1 if torch.cuda.is_available() else None,\n",
|
|
" early_stop_callback=True\n",
|
|
")\n",
|
|
"model = LatentModelPL(trial.params)\n",
|
|
"\n",
|
|
"trainer.fit(model)\n",
|
|
"\n",
|
|
"# plot, main metric\n",
|
|
"loader = model.val_dataloader()[0]\n",
|
|
"vis_i=670\n",
|
|
"plot_from_loader(loader, model, i=vis_i)\n",
|
|
"\n",
|
|
"print(trainer.test(model))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-01-27T04:27:28.582523Z",
|
|
"start_time": "2020-01-27T04:27:28.445326Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Hyperparam"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T22:55:19.598323Z",
|
|
"start_time": "2020-02-15T22:55:19.482586Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[I 2020-02-16 06:55:19,584] Using an existing study with name 'anp-rnn1' instead of creating a new one.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import argparse \n",
|
|
"\n",
|
|
"parser = argparse.ArgumentParser(description='PyTorch Lightning example.')\n",
|
|
"parser.add_argument('--pruning', '-p', action='store_true',\n",
|
|
" help='Activate the pruning feature. `MedianPruner` stops unpromising '\n",
|
|
" 'trials at the early stages of training.')\n",
|
|
"args = parser.parse_args([])\n",
|
|
"\n",
|
|
"pruner = optuna.pruners.MedianPruner() if args.pruning else optuna.pruners.NopPruner()\n",
|
|
"name = 'anp-rnn1'\n",
|
|
"study = optuna.create_study(direction='minimize', pruner=pruner, storage=f'sqlite:///optuna_result/{name}.db', study_name=name, load_if_exists=True)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"start_time": "2020-02-15T22:55:38.900Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
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"[I 2020-02-16 07:44:25,994] Finished trial#29 resulted in value: -1.423159122467041. Current best value is -1.5058155059814453 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.008663362578308754, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n"
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"[I 2020-02-16 08:47:42,528] Finished trial#31 resulted in value: -1.4131932258605957. Current best value is -1.5058155059814453 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.008663362578308754, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n"
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"trial 32 params {'attention_dropout': 0.2, 'attention_layers': 2, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'multihead', 'learning_rate': 0.004388551085821375, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 4, 'n_latent_encoder_layers': 8, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n"
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"cell_type": "code",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-01T22:48:16.540204Z",
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{
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"cell_type": "code",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2020-02-15T13:33:41.400966Z",
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"text": [
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"Number of finished trials: 2\n",
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"Best trial:\n"
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]
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},
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{
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"ename": "ValueError",
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"evalue": "Record does not exist.",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-25-5d5ede3f7d44>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Best trial:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstudy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbest_trial\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' Value: {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\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",
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"\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/study.py\u001b[0m in \u001b[0;36mbest_trial\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 87\u001b[0m \"\"\"\n\u001b[1;32m 88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 89\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_storage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_best_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_study_id\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 90\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 91\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/storages/rdb/storage.py\u001b[0m in \u001b[0;36mget_best_trial\u001b[0;34m(self, study_id)\u001b[0m\n\u001b[1;32m 712\u001b[0m \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrialModel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_max_value_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstudy_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 713\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--> 714\u001b[0;31m \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrialModel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_min_value_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstudy_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\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 715\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 716\u001b[0m \u001b[0;31m# Terminate transaction explicitly to avoid connection timeout during transaction.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
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"\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/storages/rdb/models.py\u001b[0m in \u001b[0;36mfind_min_value_trial\u001b[0;34m(cls, study_id, session)\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0morder_by\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0masc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mone_or_none\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 187\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtrial\u001b[0m \u001b[0;32mis\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--> 188\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mNOT_FOUND_MSG\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 189\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtrial\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mValueError\u001b[0m: Record does not exist."
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"print('Number of finished trials: {}'.format(len(study.trials)))\n",
|
|
"\n",
|
|
"print('Best trial:')\n",
|
|
"trial = study.best_trial\n",
|
|
"\n",
|
|
"print(' Value: {}'.format(trial.value))\n",
|
|
"\n",
|
|
"print(' Params: ')\n",
|
|
"for key, value in trial.params.items():\n",
|
|
" print(' {}: {}'.format(key, value))\n",
|
|
"\n",
|
|
"# shutil.rmtree(MODEL_DIR)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-01-27T07:45:29.794794Z",
|
|
"start_time": "2020-01-27T07:45:29.733450Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-01-27T07:35:33.470251Z",
|
|
"start_time": "2020-01-27T07:34:47.800Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"## View\n",
|
|
"\n",
|
|
"TODO"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T08:18:13.161641Z",
|
|
"start_time": "2020-02-15T07:47:05.700Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"df = study.trials_dataframe(attrs=('number', 'value', 'params', 'state'))\n",
|
|
"df.sort_values('value')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-15T08:18:13.162799Z",
|
|
"start_time": "2020-02-15T07:47:05.700Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"df.sort_values('value').head(17).T"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"file_extension": ".py",
|
|
"kernelspec": {
|
|
"display_name": "jup3.7.3",
|
|
"language": "python",
|
|
"name": "jup3.7.3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.3"
|
|
},
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"npconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"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
|
|
},
|
|
"version": 3
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|