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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#experiment name and snapshot folder (used for model persistence)\n",
"experiment_setup_name = \"tutorial.gym.atari.KungFuMaster-v0.cnn\"\n",
"snapshot_path = \".\"\n",
"\n",
"\n",
"#gym game title\n",
"GAME_TITLE = 'KungFuMaster-v0'\n",
"\n",
"#how many parallel game instances can your machine tolerate\n",
"N_PARALLEL_GAMES = 50\n",
"\n",
"\n",
"#how long is one replay session from a batch\n",
"\n",
"#since we have window-like memory (no recurrent layers), we can use relatively small session weights\n",
"replay_seq_len = 50"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: THEANO_FLAGS='device=gpu1'\n",
"mkdir: cannot create directory `./agentnet_snapshots/': File exists\r\n"
]
}
],
"source": [
"#this is my machine-specific config. replace if are not me.\n",
"\n",
"#theano device selection\n",
"%env THEANO_FLAGS='device=gpu1'\n",
"\n",
"\n",
"#snapshot path - where neural network snapshots are saved during the main training loop\n",
"!mkdir ./agentnet_snapshots/\n",
"snapshot_path = \"./agentnet_snapshots/\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# This tutorial is a showcase on how to use advanced AgentNet techniques \n",
"\n",
"\n",
"# [new]\n",
"\n",
"* The notebook is mostly based on \"Playing atari with Deep Reinforcement Learning (OpenAI Gym)\" example\n",
" * All changes against that example will be marked with #[new] sign, like one above\n",
"* We use a recurrent memory layer, implemented via Gated Recurrent Unit\n",
"* We use advantage actor-critic method to train agent (using policy + state values instead of q-values)\n",
"* We train agent to hurt humans in KungFu master game\n",
"* We also use a bit heavier a network to process inputs (~convolutional from basic example)\n",
" * If you have no GPU and want agent to train faster than human child, replace it with what worked in basic example\n",
"\n",
"## About OpenAI Gym\n",
"\n",
"* Its a recently published platform that basicly allows you to train agents in a wide variety of environments with near-identical interface.\n",
"* This is twice as awesome since now we don't need to write a new wrapper for every game\n",
"* Go check it out!\n",
" * Blog post - https://openai.com/blog/openai-gym-beta/\n",
" * Github - https://github.com/openai/gym\n",
" \n",
" \n",
"### Installing it\n",
" * If nothing changed on their side, to run this, you bacically need to follow their install instructions - \n",
" \n",
"```\n",
"git clone https://github.com/openai/gym.git\n",
"cd gym\n",
"pip install -e .[all]\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using gpu device 1: Tesla K40m (CNMeM is disabled, cuDNN Version is too old. Update to v5, was 4004.)\n"
]
}
],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"\n",
"#theano imports\n",
"\n",
"import theano\n",
"import theano.tensor as T\n",
"floatX = theano.config.floatX\n",
"\n",
"import lasagne\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Experiment setup\n",
"* Here we basically just load the game"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2016-05-26 23:13:16,470] Making new env: KungFuMaster-v0\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x132f7bd0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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2BtvbOA4Y7B86n0m24yis5CkF632pLc9zQGLMV2SN3G5hFaeONTy8Lam1TLBmWEijwF7v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\nP2JiGkQG0sCMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x131a7cd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import gym\n",
"atari = gym.make(GAME_TITLE)\n",
"atari.reset()\n",
"plt.imshow(atari.render('rgb_array'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Game Parameters\n",
"* observation dimensions, actions, etc"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['NOOP', 'UP', 'RIGHT', 'LEFT', 'DOWN', 'DOWNRIGHT', 'DOWNLEFT', 'RIGHTFIRE', 'LEFTFIRE', 'DOWNFIRE', 'UPRIGHTFIRE', 'UPLEFTFIRE', 'DOWNRIGHTFIRE', 'DOWNLEFTFIRE']\n"
]
}
],
"source": [
"n_actions = atari.action_space.n\n",
"observation_shape = (None,)+atari.observation_space.shape\n",
"action_names = atari.get_action_meanings()\n",
"print(action_names)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"del atari"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# agent setup step by step\n",
"* An agent implementation may contain these parts:\n",
" * Observation(s)\n",
" * InputLayers where observed game states (here - images) are sent at each tick \n",
" * Memory layer(s)\n",
" * A dictionary that maps \"New memory layers\" to \"prev memory layers\"\n",
" * Policy layer (e.g. Q-values or probabilities)\n",
" * in this case, a lasagne dense layer based on observation layer\n",
" * Resolver - acton picker layer\n",
" * chooses what action to take given Q-values\n",
" * in this case, the resolver has epsilon-greedy policy\n",
" \n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Agent observations\n",
"\n",
"* Here you define where observations (game images) appear in the network\n",
"* You can use any lasagne architecture you want. We provide several examples"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import lasagne\n",
"\n",
"from lasagne.layers import InputLayer,DropoutLayer,DenseLayer, ExpressionLayer, Conv2DLayer,MaxPool2DLayer\n",
"from lasagne.layers import flatten, dimshuffle"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\n",
"\n",
"#image observation\n",
"observation_layer = lasagne.layers.InputLayer(observation_shape,\n",
" name=\"images input\")\n",
"\n",
"observation_reshape = lasagne.layers.dimshuffle(observation_layer,(0,3,1,2))\n",
"\n",
"\n",
"\n",
"observation_small = lasagne.layers.Pool2DLayer(observation_reshape,(2,2),mode='average_exc_pad')\n",
"\n",
"\n",
"#conv\n",
"cnn = Conv2DLayer(observation_small, \n",
" num_filters=64,\n",
" filter_size=(8,8),\n",
" stride=(4,4),\n",
" name='conv0')\n",
"cnn = Conv2DLayer(cnn, \n",
" num_filters=128,\n",
" filter_size=(4,4),\n",
" stride=(2,2),\n",
" name='conv2')\n",
"\n",
"#dense with dropout \n",
"dnn = DenseLayer(cnn,num_units=2048,name='dense0')\n",
"dnn = DropoutLayer(dnn,name = \"dropout\", p=0.25) #will get deterministic during evaluation\n",
"dnn = DenseLayer(dnn,num_units=2048,name='dense1')\n",
"\n",
"# [end of that part]\n",
"\n",
"inp_nn = dnn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"### Agent memory states\n",
" * Here you can define arbitrary transitions between \"previous state\" variables and their next states\n",
" * The rules are\n",
" * previous states must be input layers\n",
" * next states must have same shape as previous ones\n",
" * otherwise it can be any lasagne network\n",
" * AgentNet.memory has several useful layers\n",
" \n",
" * During training and evaluation, your states will be updated recurrently\n",
" * next state at t=1 is given as previous state to t=2\n",
" \n",
" * Finally, you have to define a dictionary mapping new state -> previous state\n",
"\n",
"\n",
"Atari game environments are known to have __flickering__ effect where some sprites are shown only on odd frames and others on even ones - that was used to optimize performance at the time.\n",
"\n",
"To compensate for this, we shall use the memory layer called __WindowAugmentation__ which basically maintains a K previous time steps of what it is fed with.\n",
"\n",
"\n",
"# [new]\n",
"We shall also use a GRUMemoryLayer to represent agent's recurrent memory state. This state is updated on every turn given window state.\n",
"Not that this is __not the same__ as `lasagne.layers.GRULayer` as GRUMemoryLayer only does a single time tick (lasagne version iterates over the whole sequence).\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\n",
"#memory\n",
"#using simple window-based memory that stores several states\n",
"#the SpaceInvaders environment does not need any more as it is almost fully-observed\n",
"from agentnet.memory import WindowAugmentation, GRUMemoryLayer\n",
"\n",
"\n",
"#our window\n",
"window_size = 3\n",
"prev_window = InputLayer((None,window_size,inp_nn.output_shape[1]),\n",
" name = \"previous window state\")\n",
"\n",
"window = WindowAugmentation(inp_nn,prev_window,name = \"new window state\")\n",
"\n",
"\n",
"\n",
"# first (and so far only) GRU layer\n",
"\n",
"gru0_size = 256\n",
"\n",
"prev_gru0 = InputLayer((None,gru0_size),name=\"previous GRU0 state\")\n",
"\n",
"#neuron-wise maxima of window frames as an input to the GRU\n",
"window_max = ExpressionLayer(window,function=lambda v: v.max(axis=1), \n",
" output_shape=inp_nn.output_shape,\n",
" name = 'window_max')\n",
"\n",
"\n",
"window_max = lasagne.layers.FeaturePoolLayer(window,window_size)\n",
"\n",
"gru0 = GRUMemoryLayer(gru0_size,\n",
" observation_input = window_max,\n",
" prev_state_input = prev_gru0,\n",
" name=\"gru0\"\n",
" )\n",
"\n",
"\n",
"\n",
"#a dictionary that maps next agent memory states to previous ones\n",
"from collections import OrderedDict\n",
"memory_dict = OrderedDict([(window,prev_window),\n",
" (gru0,prev_gru0)])\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Agent policy and action picking\n",
"\n",
"\n",
"# [new]\n",
"\n",
"* Since we are using Actor-Critic method, we need to predict 2 values:\n",
" * State value - basicly a Q-value of best action in a state\n",
" * Agent policy - probabilities of taking actions\n",
" \n",
"\n",
"* To pick actions, we use a probablistic resolver\n",
" * That one picks actions with given probabilities\n",
" * We use a laplacian smoothing to pick actions in training (to bolster exploration) \n",
" * The resolver output is considered agent's next action and sent into the environment"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#State values\n",
"state_value_layer = DenseLayer(gru0,\n",
" num_units = 1,\n",
" nonlinearity = lasagne.nonlinearities.linear,\n",
" name = \"Vpredicted\")\n",
"\n",
"\n",
"#a2c probabilities\n",
"\n",
"\n",
"policy_layer_pre_softmax = DenseLayer(gru0,\n",
" num_units = n_actions,\n",
" nonlinearity= None,\n",
" name=\"policy_original\")\n",
"\n",
"\n",
"from lasagne.layers import NonlinearityLayer\n",
"policy_layer = NonlinearityLayer(policy_layer_pre_softmax,\n",
" lasagne.nonlinearities.softmax)\n",
"\n",
"\n",
"#actual action probablilities\n",
"epsilon = theano.shared(np.float32(0.1),\"epsilon\")\n",
"\n",
"\n",
"#add laplacian smoothing\n",
"smooth_policy_layer = NonlinearityLayer(\n",
" policy_layer_pre_softmax,\n",
" lambda v: lasagne.nonlinearities.softmax(v*(1.-epsilon) + epsilon/n_actions)\n",
")\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"#resolver\n",
"\n",
"from agentnet.resolver import ProbabilisticResolver\n",
"\n",
"\n",
"resolver = ProbabilisticResolver(smooth_policy_layer,assume_normalized=True,name=\"resolver\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Finally, agent\n",
"We declare that this network is and MDP agent with such and such inputs, states and outputs\n",
"\n",
"# [new]\n",
"* Note that we can have any (incl. none) number of agent policy variables,\n",
"* so you can use that to track any layer output\n",
"* It is also possible to have multiple observations and actions, but that's not aplicable to Atari environment"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from agentnet.agent import Agent\n",
"\n",
"\n",
"#all together\n",
"agent = Agent(observation_layer,\n",
" memory_dict,\n",
" [policy_layer,state_value_layer],\n",
" resolver)\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[conv0.W,\n",
" conv0.b,\n",
" conv2.W,\n",
" conv2.b,\n",
" dense0.W,\n",
" dense0.b,\n",
" dense1.W,\n",
" dense1.b,\n",
" gru0.W_in_to_updategate,\n",
" gru0.W_hid_to_updategate,\n",
" gru0.b_updategate,\n",
" gru0.W_in_to_resetgate,\n",
" gru0.W_hid_to_resetgate,\n",
" gru0.b_resetgate,\n",
" gru0.W_in_to_hidden_update,\n",
" gru0.W_hid_to_hidden_update,\n",
" gru0.b_hidden_update,\n",
" policy_original.W,\n",
" policy_original.b,\n",
" Vpredicted.W,\n",
" Vpredicted.b]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Since it's a single lasagne network, one can get it's weights, output, etc\n",
"weights = lasagne.layers.get_all_params((resolver,state_value_layer),trainable=True)\n",
"weights"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Agent step function\n",
"\n",
"* A function that makes a single agent turn\n",
" * converts (observation, prev_memories) -> action, new_memories"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#compile theano graph\n",
"applier_fun = agent.get_react_function()\n",
"\n",
"#a nice pythonic interface\n",
"def step(observation, prev_memories = 'zeros',batch_size = N_PARALLEL_GAMES):\n",
" \"\"\" returns actions and new states given observation and prev state\n",
" Prev state in default setup should be [prev window,]\"\"\"\n",
" #default to zeros\n",
" if prev_memories == 'zeros':\n",
" prev_memories = [np.zeros((batch_size,)+tuple(mem.output_shape[1:]),\n",
" dtype=floatX) \n",
" for mem in agent.agent_states]\n",
" \n",
" res = applier_fun(np.array(observation),*prev_memories)\n",
" action = res[0]\n",
" memories = res[1:]\n",
" return action,memories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create and manage a pool of atari sessions to play with\n",
"\n",
"* To make training more stable, we shall have an entire batch of game sessions each happening in parallel\n",
"* We define a thin wrapper that stores\n",
" * game emulators\n",
" * last agent observations\n",
" * agent memories at last time tick\n",
" * a function to generate interaction sessions\n",
"* This allows us to instantly continue a session from where it stopped\n",
"\n",
"\n",
"\n",
"The wrapper itself is a class with a single method that creates interaction sessions. It can be found at examples/openai_gym_pool.py\n",
"\n",
"\n",
"Why several parallel agents help training: http://arxiv.org/pdf/1602.01783v1.pdf"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2016-05-26 23:13:18,659] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,694] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,728] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,762] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,796] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,830] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,864] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,899] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,933] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:18,967] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,001] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,039] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,078] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,116] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,154] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,194] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,232] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,270] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,308] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,346] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,384] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,423] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,461] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,499] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,538] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,577] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,616] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,655] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,694] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,732] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,771] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,810] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,849] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,888] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,926] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:19,964] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,003] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,037] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,071] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,106] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,140] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,175] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,209] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,244] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,279] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,314] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,349] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,383] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,417] Making new env: KungFuMaster-v0\n",
"[2016-05-26 23:13:20,450] Making new env: KungFuMaster-v0\n"
]
}
],
"source": [
"from agentnet.experiments.openai_gym.pool import GamePool\n",
"pool = GamePool(GAME_TITLE, N_PARALLEL_GAMES)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[['UPLEFTFIRE' 'RIGHT' 'DOWNLEFT' 'UPLEFTFIRE' 'UP']\n",
" ['RIGHT' 'UPLEFTFIRE' 'UPRIGHTFIRE' 'UP' 'DOWNFIRE']\n",
" ['NOOP' 'DOWNFIRE' 'DOWNFIRE' 'UPLEFTFIRE' 'DOWNLEFT']]\n",
"CPU times: user 6.67 s, sys: 1.76 s, total: 8.43 s\n",
"Wall time: 8.69 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"observation_log,action_log,reward_log,_,_,_ = pool.interact(step,50)\n",
"\n",
"#sanity check: random actions\n",
"print(np.array(action_names)[np.array(action_log)[:3,:5]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# experience replay pool\n",
"\n",
"Since our network exists in a theano graph and OpenAI gym doesn't, we shall train out network via experience replay.\n",
"\n",
"To do that in AgentNet, one can use a SessionPoolEnvironment.\n",
"\n",
"It's simple: you record new sessions using `interact(...)`, and than immediately train on them.\n",
"\n",
"1. Interact with Atari, get play sessions\n",
"2. Store them into session environment\n",
"3. Train on them\n",
"4. Repeat\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#Create an environment with all default parameters\n",
"from agentnet.environment import SessionPoolEnvironment\n",
"env = SessionPoolEnvironment(observations = observation_layer,\n",
" actions=resolver,\n",
" agent_memories=agent.agent_states.keys())"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def update_pool(env, pool,n_steps=100):\n",
" \"\"\" a function that creates new sessions and ads them into the pool\n",
" throwing the old ones away entirely for simplicity\"\"\"\n",
"\n",
" preceding_memory_states = list(pool.prev_memory_states)\n",
" \n",
" #get interaction sessions\n",
" observation_tensor,action_tensor,reward_tensor,_,is_alive_tensor,_= pool.interact(step,n_steps=n_steps)\n",
" \n",
" #load them into experience replay environment\n",
" env.load_sessions(observation_tensor,action_tensor,reward_tensor,is_alive_tensor,preceding_memory_states)\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#load first sessions\n",
"update_pool(env,pool,replay_seq_len)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A more sophisticated way of training is to store a large pool of sessions and train on random batches of them. \n",
"* Why that is expected to be better - http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html\n",
"* Or less proprietary - https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf\n",
"\n",
"To do that, one might make use of\n",
"* ```env.load_sessions(...)``` - load new sessions\n",
"* ```env.get_session_updates(...)``` - does the same thing via theano updates (advanced)\n",
"* ```batch_env = env.sample_session_batch(batch_size, ...)``` - create an experience replay environment that contains batch_size random sessions from env (rerolled each time). Should be used in training instead of env.\n",
"* ```env.select_session_batch(indices)``` does the same thing deterministically.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interacting with environment\n",
"* An agent has a method that produces symbolic environment interaction sessions\n",
"* Such sessions are in sequences of observations, agent memory, actions, q-values,etc\n",
" * one has to pre-define maximum session length.\n",
"\n",
"* SessionPool also stores rewards (reinforcement learning objective)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Training via experience replay\n",
"\n",
"* We use agent we have created to replay environment interactions inside Theano\n",
"* to than train on the replayed sessions via theano gradient propagation\n",
"* this is essentially basic Lasagne code after the following cell\n",
"\n",
"# [new]\n",
"* Note that we not unpack several variables (policy, values) instead of Q-values\n",
"* We than reshape V_seq from (batch, time, 1 unit) intp (batch_time)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#replay interaction sequences of length <= replay_seq_len\n",
"\n",
"_,observation_seq,_,_,(policy_seq,V_seq) = agent.get_sessions(\n",
" env,\n",
" session_length=replay_seq_len,\n",
" batch_size=env.batch_size,\n",
" optimize_experience_replay=True\n",
")\n",
"\n",
"\n",
"\n",
"\n",
"#observation seq are the observation tensor we just loaded\n",
"#policy seq are agent action probabilities predicted within experience replay\n",
"# V_seq are agent state values\n",
"\n",
"#The three \"_\"s are\n",
"#first - environment states - which is empty since we are using session pool as our environment\n",
"#second - a dictionary of all agent memory units (RNN, GRU, NTM) - empty as we use none of them\n",
"#last - \"imagined\" actions - actions agent would pick now if he was in that situation \n",
"# - irrelevant since we are replaying and not actually playing the game now\n",
"\n",
"\n",
"#reshape V_seq from (batch, time, 1 unit) intp (batch_time)\n",
"V_seq = V_seq[:,:,0]\n",
"\n",
"\n",
"#the actions agent took in the original recorded game\n",
"action_seq = env.actions[0]\n",
"\n",
"#get rewards for all actions\n",
"rewards_seq = env.rewards\n",
"\n",
"#get indicator whether session is still active\n",
"is_alive_seq = env.is_alive\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluating loss function\n",
"\n",
"# [new]\n",
"* In this part we are using an n-step Advantage Actor-Critic (A2c)\n",
"* In this case, it's a 10-step a2c (see n_steps parameter)\n",
"* To use Q-learning or sarsa, you will have to predict Q-values instead of probabilities\n",
"\n",
"* The basic interface is .get_elementwise_objective \n",
" * it returns loss function (here - actor-critic loss function)\n",
" * $ log {\\pi} \\cdot (V_{percieved} - V_{predicted}) $\n",
" * $\\pi$ is agent policy, $V$'s are state values\n",
" * Read more at http://www.arxiv.org/pdf/1602.01783v1.pdf\n",
" \n",
"* If you want to do it the hard way instead, try .get_reference_state_values and compute errors on ya own\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#get reference Qvalues according to Qlearning algorithm\n",
"\n",
"\n",
"from agentnet.learning import a2c_n_step\n",
"\n",
"#gamma - delayed reward coefficient - what fraction of reward is retained if it is obtained one tick later\n",
"gamma = theano.shared(np.float32(0.99),name = 'q_learning_gamma')\n",
"\n",
"\n",
"#IMPORTANT!\n",
"# If you are training on a game that has rewards far outside some [-5,+5]\n",
"# it is a good idea to downscale them to avoid divergence\n",
"scaled_reward_seq = rewards_seq\n",
"#For KungFuMaster, however, not scaling rewards is at least working\n",
"\n",
"\n",
"elwise_a2c_loss = a2c_n_step.get_elementwise_objective(policy_seq,\n",
" V_seq,\n",
" action_seq,\n",
" rewards_seq,\n",
" is_alive_seq,\n",
" n_steps=10, #using n-step on-policy actor-critic\n",
" gamma_or_gammas=gamma,)\n",
"\n",
"#compute mean over \"alive\" fragments\n",
"a2c_loss = elwise_a2c_loss.sum() / is_alive_seq.sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Regularization\n",
"\n",
"# [new]\n",
"We regularize agent's policy with entropy\n",
" * See here http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.54.3433&rep=rep1&type=pdf (ref by that article above)\n",
" * Basically, we punish agent for being too certain on what to do"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#regularize network weights\n",
"\n",
"from lasagne.regularization import regularize_network_params, l2\n",
"reg_l2 = regularize_network_params(resolver,l2)*10**-4\n",
"\n",
"\n",
"\n",
"#regularize with entropy, - H(p(s,theta)). \n",
"\n",
"entropy_reg_elwise = - T.sum(policy_seq * T.log(policy_seq),axis=-1)\n",
"\n",
"is_bad = T.or_(T.isinf(entropy_reg_elwise), T.isnan(entropy_reg_elwise))\n",
"\n",
"entropy_reg_elwise = T.switch(is_bad, 0, entropy_reg_elwise)\n",
"\n",
"reg_entropy = T.sum(entropy_reg_elwise*is_alive_seq)/ is_alive_seq.sum() * 0.05\n",
"\n",
"\n",
"reg = reg_l2 + reg_entropy"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"loss = a2c_loss + reg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Compute weight updates"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"updates = lasagne.updates.adadelta(loss,weights,learning_rate=0.01)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Some auxilary evaluation metrics"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_session_reward = rewards_seq.sum(axis=1).mean()\n",
"#..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compile train and evaluation functions"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"train_fun = theano.function([],[loss,mean_session_reward],updates=updates)\n",
"\n",
"evaluation_fun = theano.function([],[loss,a2c_loss,reg,mean_session_reward])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Session visualization tools\n",
"\n",
"__[warning, this thing basicly tries to track various Qvalues over time]__\n",
"\n",
"__[but it's bulky and stupid, so don't try to understand it if it didn't come naturally]__\n",
"\n",
"\n",
"* this is a completely optional step of visualizing agent's sessions as chains of actions\n",
"* in this function, we display game image and than print strings following pattern\n",
" * [action_name] ([predicted action proba]) -> reward | next iteration\n",
" * each block represents agent's decision in a single time step following the shown game state \n",
"\n",
"* plot shows\n",
" * time ticks over X, abstract values over Y\n",
" * bold lines are probabilities of actions (agent policy\n",
" * dots on bold lines represent what actions were taken at each moment of time\n",
" * dashed lines are agent's hidden state neurons\n",
" * blue vertical line - session end\n",
" \n",
" \n",
"if you found yourself struggling to make it do what you want for 5 minutes, go write your own tool [and contribute it :)]\n",
"\n",
"At the beginning, agent knows nothing (Jon) and behaves randomly\n",
"\n",
"\n",
"# [new]\n",
"We just plug in probabilities instead of Qvalues"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from agentnet.display.sessions import print_sessions\n",
"get_printables = theano.function([], [\n",
" policy_seq, action_seq,rewards_seq,is_alive_seq\n",
" ])\n",
"\n",
"def display_sessions(with_plots = False,max_n_sessions = 3,update = True):\n",
" \n",
" pictures = [atari.render(\"rgb_array\") for atari in pool.games[:max_n_sessions]]\n",
" \n",
" if update:\n",
" #load these pics into environment\n",
" update_pool(env,pool,replay_seq_len)\n",
" \n",
" \n",
" printables = get_printables()\n",
" \n",
" \n",
" for i in range(max_n_sessions):\n",
" plt.imshow(pictures[i])\n",
" plt.show()\n",
" \n",
" policy_log,actions_log,reward_log, is_alive_log = map(lambda v: np.array(v[i:i+1]), printables)\n",
" \n",
"\n",
" print_sessions(policy_log,actions_log,reward_log,\n",
" is_alive_seq = is_alive_log,\n",
" action_names=action_names,\n",
" legend = True, #do not show legend since there's too many labeled objects\n",
" plot_policy = with_plots)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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oaotwois/Sx6eomxqMwl/IUfsufiKfZT5O2ltG2vDNH2mhDsIFlocScwllldM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\nKh5FSREVj6KkiIpHUVJExaMoKfL/AX76PSLTYkq4AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x8c763d50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" DOWNLEFTFIRE(qv = 0.00927480403334) -> 0.0 | LEFT(qv = 0.0140962162986) -> 0.0 | LEFTFIRE(qv = 0.0476619973779) -> 0.0 | DOWNFIRE(qv = 0.0182844102383) -> 0.0 | UPRIGHTFIRE(qv = 0.0784296616912) -> 0.0 | DOWNFIRE(qv = 0.0255199894309) -> 0.0 | UPLEFTFIRE(qv = 0.0754215493798) -> 0.0 | UPLEFTFIRE(qv = 0.0607410818338) -> 0.0 | UPRIGHTFIRE(qv = 0.320441097021) -> 0.0 | DOWNLEFTFIRE(qv = 0.0313923880458) -> 0.0 | RIGHTFIRE(qv = 0.241895139217) -> 0.0 | RIGHTFIRE(qv = 0.146947190166) -> 0.0 | RIGHTFIRE(qv = 0.40463617444) -> 0.0 | DOWN(qv = 0.00766258640215) -> 0.0 | RIGHT(qv = 0.0924600064754) -> 0.0 | UPLEFTFIRE(qv = 0.235857948661) -> 0.0 | RIGHT(qv = 0.039387986064) -> 0.0 | DOWNLEFT(qv = 0.0421917140484) -> 0.0 | DOWNFIRE(qv = 0.039094813168) -> 0.0 | UPRIGHTFIRE(qv = 0.0232907757163) -> 0.0 | DOWNRIGHTFIRE(qv = 0.00676956353709) -> 0.0 | RIGHTFIRE(qv = 0.765696108341) -> 0.0 | LEFT(qv = 0.0112852500752) -> 0.0 | DOWNRIGHTFIRE(qv = 0.0127225359902) -> 0.0 | RIGHTFIRE(qv = 0.492908000946) -> 0.0 | UPRIGHTFIRE(qv = 0.129060611129) -> 0.0 | UPRIGHTFIRE(qv = 0.0751657485962) -> 0.0 | LEFT(qv = 0.09116974473) -> 0.0 | UPRIGHTFIRE(qv = 0.119200848043) -> 0.0 | RIGHT(qv = 0.0808382481337) -> 0.0 | UPLEFTFIRE(qv = 0.200095951557) -> 0.0 | RIGHTFIRE(qv = 0.132539018989) -> 0.0 | DOWNLEFT(qv = 0.0101376669481) -> 0.0 | LEFT(qv = 0.0585019998252) -> 0.0 | UPLEFTFIRE(qv = 0.118525549769) -> 0.0 | UP(qv = 0.0134702380747) -> 0.0 | RIGHTFIRE(qv = 0.442246109247) -> 0.0 | DOWNLEFT(qv = 0.00943429861218) -> 0.0 | UPRIGHTFIRE(qv = 0.0604651905596) -> 0.0 | RIGHTFIRE(qv = 0.188945367932) -> 0.0 | UPLEFTFIRE(qv = 0.190984576941) -> 0.0 | RIGHTFIRE(qv = 0.0914892777801) -> 0.0 | RIGHT(qv = 0.0306303016841) -> 0.0 | UPLEFTFIRE(qv = 0.330209672451) -> 0.0 | RIGHT(qv = 0.0396937802434) -> 0.0 | UPLEFTFIRE(qv = 0.152131840587) -> 0.0 | UPLEFTFIRE(qv = 0.386442780495) -> 0.0 | RIGHT(qv = 0.0470284707844) -> 0.0 | DOWNLEFT(qv = 0.0190737824887) -> 0.0 | UPLEFTFIRE(qv = 0.226670861244) -> 0.0 | reached max session length\n"
]
},
{
"data": {
"image/png": 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tsFgsaNWqlXNbVlaWHm+vUWuiooimaXcAWAjHYDdVROZVeL01gDcBBAHwAbBARNJUnJuI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\nZGQ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6Abuty8FlWQ1iYjaAz7dDQsJecJwBcvl1MIw9MjIeWdWn1fD3B+ztke/rC32hAJOS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40us4tVahXNNNPoNBLOh3nuzHOsYQ3JmSQ6rWnQDUTsCP68HzNj4qQclFdhhkzMkIkRNDBD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\nx0M1NMSDeKi2hnioHQ/V0BAPteOhG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"text/plain": [
"<matplotlib.figure.Figure at 0x8c75d790>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x8c75d250>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" LEFT(qv = 0.0865098834038) -> 0.0 | UPLEFTFIRE(qv = 0.216478690505) -> 0.0 | UPLEFTFIRE(qv = 0.254747003317) -> 0.0 | RIGHTFIRE(qv = 0.0938478559256) -> 0.0 | DOWNFIRE(qv = 0.0408070795238) -> 0.0 | UPRIGHTFIRE(qv = 0.16585315764) -> 0.0 | RIGHTFIRE(qv = 0.168448120356) -> 0.0 | DOWNFIRE(qv = 0.157240256667) -> 0.0 | RIGHTFIRE(qv = 0.143523901701) -> 0.0 | DOWNLEFT(qv = 0.0229805931449) -> 0.0 | LEFTFIRE(qv = 0.0256154257804) -> 0.0 | RIGHTFIRE(qv = 0.367995262146) -> 0.0 | RIGHT(qv = 0.0647530704737) -> 0.0 | RIGHTFIRE(qv = 0.0999720320106) -> 0.0 | UP(qv = 0.0724913477898) -> 0.0 | UPRIGHTFIRE(qv = 0.181834205985) -> 0.0 | UPRIGHTFIRE(qv = 0.141670584679) -> 0.0 | DOWNLEFT(qv = 0.009611107409) -> 0.0 | UPLEFTFIRE(qv = 0.199312850833) -> 0.0 | UPLEFTFIRE(qv = 0.179979264736) -> 0.0 | RIGHTFIRE(qv = 0.309972286224) -> 0.0 | RIGHTFIRE(qv = 0.38605850935) -> 0.0 | NOOP(qv = 0.0578234344721) -> 0.0 | RIGHT(qv = 0.228743746877) -> 0.0 | RIGHTFIRE(qv = 0.144691884518) -> 0.0 | UPLEFTFIRE(qv = 0.111730977893) -> 0.0 | DOWNFIRE(qv = 0.0463494844735) -> 0.0 | NOOP(qv = 0.00304595683701) -> 0.0 | RIGHT(qv = 0.0272394623607) -> 0.0 | UPLEFTFIRE(qv = 0.264642447233) -> 0.0 | DOWNRIGHT(qv = 0.0318814516068) -> 0.0 | UPLEFTFIRE(qv = 0.141361445189) -> 0.0 | UPLEFTFIRE(qv = 0.264475375414) -> 0.0 | DOWNLEFT(qv = 0.0172208603472) -> 0.0 | DOWNLEFTFIRE(qv = 0.0291841961443) -> 0.0 | DOWNRIGHT(qv = 0.0417691804469) -> 0.0 | UPLEFTFIRE(qv = 0.0421530678868) -> 0.0 | RIGHTFIRE(qv = 0.696558177471) -> 0.0 | DOWNLEFT(qv = 0.00644149444997) -> 0.0 | RIGHTFIRE(qv = 0.245467305183) -> 0.0 | RIGHTFIRE(qv = 0.47773167491) -> 0.0 | DOWNLEFT(qv = 0.0219543278217) -> 0.0 | UPLEFTFIRE(qv = 0.129361614585) -> 0.0 | DOWNLEFT(qv = 0.0195032451302) -> 0.0 | UPLEFTFIRE(qv = 0.251808106899) -> 0.0 | DOWNFIRE(qv = 0.0145840980113) -> 0.0 | DOWNLEFT(qv = 0.0544302910566) -> 0.0 | NOOP(qv = 0.00769099872559) -> 0.0 | LEFTFIRE(qv = 0.0299086868763) -> 0.0 | DOWNFIRE(qv = 0.120666094124) -> 0.0 | reached max session length\n"
]
},
{
"data": {
"image/png": 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2nJwcT7y9Ns1XRhFFUW4FsAA1zW66EGJundc7AngPQCgAHwDzhRDLZJybiIiIiIgoLCwM\nx48fb/A1RVGwaNEiTJgwwWl7aWmp4599fHzw7bffwmQytWpOapzLM6eKougAHAIwGMBJALsB3CeE\n+P6SfWYCuEoI8YyiKJ0A/ADgaiHEhQbqceaUiIiIiMhD1D5zajKZkJ6ejqSkJMc2i8WC5OTkRpvT\nxMREJCcnY+LEiY3W1el0OHLkCKKjo6Vnbos8NXPaB8BhIUSuEKISwAcARtbZ5ycA+ov/rAdwtqHG\nlIiIiIiIiNomGc1pGIAfL3l+4uK2S/0TwHWKopwE8A2AJySct0FaWdevhQwyajADM8iuwQzqySCj\nBjMwg+wazKCeDDJqMIO8DHUpWVlSHjLl5eUhJCQEISEhMBqNCAkJQVlZmeP1yZMnO177wx/+IPXc\nJIeUmdMmeAbAN0KIREVRugHYrChKbyHEuYZ2Hj9+PKKiogAAwcHBuOGGG5CQkADgf/9yNfb866+/\nvuzrTXn+9ddfe/T4S3nqeFnPXf158Ocp53i1POfPU87xannOn6ec49XyXAv/f30p/jz585RxvFqe\nu/vn2RSiGfu6y+VmTgHgjTfeuOyyXmodCxYswNdff+3o7y5HxsxpPwCpQohbLz6fBkBc+qVIiqJ8\nCuBFIUTOxeeZAFKEEHsaqMeZUyIiIiIiD+HMabT0zG2Rp2ZOdwO4VlGUSEVR/AHcB2BtnX0OAvjj\nxTBXA+gB4JiEcxMRERERURtTUVGB8vJyx6OyslLVDTU1jcvNqRCiCsAkAJsA7AfwgRDioKIojyiK\n8vDF3eYA+IOiKN8A2Azgb0KIAlfP3ZC6yzg8UYMZ5NVgBmaQXYMZ1JNBRg1mYAbZNZhBPRlk1GAG\neRnUZtiwYQgMDHQ8Zs2ahfz8/Hr3OV2zZg2Amqt1V9KUfah1SZk5FUJsBBBTZ9tbl/zzGQB/knEu\nIiIiIiJqu2w2W7OP2bJlyxX3qaqqakkcksjlmVPZOHNKREREROQ5ap85Je/gqZlTIiIiIiIiIpdo\nrjnVyrp+LWSQUYMZmEF2DWZQTwYZNZiBGWTXYAb1ZJBRgxnkZSByB801p0REREREROR9OHNKRERE\nREQOnDklGThzSkRERERERF5Jc82pVtb1ayGDjBrMwAyyazCDejLIqMEMzCC7hhYyHD4MfPyxZzOo\npQYzyMtA5A5S7nNKREREROqQkgKcOAGMGAEoDS6cIyJSJ86cEhEREWnI738P5OYCCxcCY8Z4Og15\nI86ckgycOSUiIiJq42w2YPly4MkngYICT6chki8qKgqBgYEICgpCSEgIBg4ciLfeesupEdq+fTsG\nDx4Mg8EAo9GIkSNH4uDBg47Xe/bsidWrVzvtr9PpnLbl5OTAYDCguroay5Ytg06nw6uvvuqUJTw8\nHFartRXfbduiueZUK+v6tZBBRg1mYAbZNZhBPRlk1GAGZpBdw9szFBUBFy4AgYFZuOce4Omn3Z9B\nTTWYQV4GNVEUBevXr0dxcTFyc3Mxbdo0zJ07Fw899BAAYMeOHRg6dCjuvPNO5Ofnw2azoXfv3oiL\ni4PdbgcAmM1mp6bSarUiNjbWaVt2djYGDBgAnU4HRVEQEhKCefPm4fz58259v22J5ppTIiIiorbK\nbgeiompmTV98Edi8Gdi61dOpiOSrvUqq1+sxfPhwrFy5EhkZGdi/fz9SUlIwfvx4TJo0Ce3bt0dw\ncDBmz56Nfv36ITU1FUD95jQ7OxspKSn1tpnNZsfz2NhY9O/fH/Pnz3fPm2yDOHNKREREpBEffQQs\nXQqsXVvzfO1aYOpUYN8+4KqrPJuNvIfaZ05NJhPS09ORlJTktD0qKgp/+9vfMHnyZGRmZmLQoEFO\nry9btgzTp09HXl4ejh8/jujoaJw5cwZBQUEIDQ1Fbm4uunfvjn379iEoKAhGoxHr169HXFwcMjIy\nkJ6ejoULFyIhIQHHjh1DcHAwwsPD8f777zs1sVSjJTOn/LZeIiIiIo2w2WqunNYaMaJm/vTFF4HZ\nsz0WizQoS8mSUidBJEipAwChoaE4c+YMhBAIDQ1t9HUAiIiIQEREBLKzsxEeHo7u3bujXbt2iIuL\nc2yrrKxEnz59nGr07t0bQ4YMwdy5czFnzhxp2amG5pb1amVdvxYyyKjBDMwguwYzqCeDjBrMwAyy\na3h7BrsdMJmca/zjH8CSJcB337kng5pqMIO8DHUliAQpD5ny8vLQuXNn6HQ65Ofn13s9Pz8fnTp1\ncjyPj4+H1WqF1WpFfHw8AGDgwIGwWCywWq3o06cP/Pz86tWZNWsWFi9ejFOnTknNTxpsTomIiIja\nqrpXTgEgNBR44QXg4YeB6mqPxCJqdbt378bJkydhNpvRr18/p2/drbVq1SoMHjzY8dxsNsNisWDb\ntm2O5rS2Ya07b3qpmJgY3HXXXXjxxReh8GbCUnHmlIiIiEgjeveuWcZ7ww3O26urAbMZuP9+4NFH\nPZONvIc3zZyWlpbCYrFgypQpiI+Px7vvvoucnBzceuutmDNnDsaPH4/KykrMnz8fixYtwu7du9Gt\nWzcAwOHDh9GrVy907NgRhw4dgsFggBACXbp0AQB88MEHjma2dua09guT7HY7evfuDQBYt24dZ04b\nwPucEhEREbVRQjR85RQAdDrg7beBmTOBvDy3RyOS7k9/+hOCgoIQERGBOXPmYOrUqVi6dCkAIC4u\nDp999hk+/PBDhIaGwmQy4ZtvvkFOTo6jMQWA7t27o0uXLggNDYXBYABQ0zj16dMHpaWlGDBgQKPn\nj4qKQnJyMm8rI5nmmlOtrOvXQgYZNZiBGWTXYAb1ZJBRgxmYQXYNb85QUAD4+gLBwQ3X6NWr5qrp\n44+3Xga11WAGeRnUxGaz4fz58yguLkZhYSFycnLw17/+1WmJ7YABA7B161aUlpaiqKgIn3zyCWJj\nY+vVysvLw969e522rV+/Hr/++isCAgIc28aNG+d0mxkAePPNN1FVVcWrphJprjklIiIiaotstpov\nQ7qcZ54BDhwA1qxxTyYioubgzCkRERGRBqxeDaxYAfz3v5ffz2IBxo4F9u8HLq5kJHKi9plT8g6c\nOSUiIiJqo2pvI3MlgwYBt94KPPtsq0ciImoWzTWnWlnXr4UMMmowAzPIrsEM6skgowYzMIPsGt6c\n4dIvQ7pSjXnzaq6w7tghN4PaajCDvAxE7qC55pSIiIioLWrqlVMAMBqB116rufdpRUWrxiIiajLO\nnBIRERFpQGxszdzpb3/btP2FAIYPB+LiuMSXnHHmlGRoycwpm1MiIiIiLycE0L49cOoU0KFD04/L\nzQVuuqlmeW/37q2Xj7wLm1OSgV+IBO2s69dCBhk1mIEZZNdgBvVkkFGDGZhBdg1vzfDzzzXNaW1j\n2tQakZHA9OnAI4/UNLiuZKhLDTWYQV4GInfQXHNKRERE1NY0Z960rscfB0pKgIwMqZGIiJpPCKGq\nR00kIiIiImqqf/9biHvuafnxX30lRJcuQvz8s7xM5L3U/vd4ZGSkCAgIEAaDQRiNRhEXFyeWLFki\nqqurHfvk5OSIpKQkodfrRXBwsBgxYoQ4cOCA4/WYmBixatUqp/0VRXHatm3bNqHX60VVVZV49913\nhaIo4pVXXnHK0rVrV2GxWIQQQqSmpgo/Pz/HOfv16yesVqtj36ysLNG1a1en4zdt2iQSExOFXq8X\nnTp1EjfeeKOYN2+eKC8vd9QcO3Zsvc9AURRx9OhR8de//lV06NBB6PV64e/v7zi/Xq8Xt99+e0s+\nXmka+z26uL3BXpBXTomIiIi8nCtXTgHgxhuBBx8EnnxSWiSiVqMoCtavX4/i4mLk5uZi2rRpmDt3\nLh566CEAwI4dOzB06FDceeedyM/Ph81mQ+/evREXFwe73Q4AMJvNsFqtjppWqxWxsbFO27KzszFg\nwADodDooioKQkBDMmzcP58+fbzTbfffdh5KSEpw9exaDBw/GqFGj6mWvtXr1atxzzz0YO3Ysjh8/\njtOnT2PlypU4ceIEfvzxxwaPqbtt8eLFKC0tRUlJCZ599lnH+UtKSrB+/fpmfKrqoLnmVCvr+rWQ\nQUYNZmAG2TWYQT0ZZNRgBmaQXcNbM9hszs1pS2qkpgI5OcDKlUVYsmQJTp8+3ewal/LWz5IZvIO4\nOCSt1+sxfPhwrFy5EhkZGdi/fz9SUlIwfvx4TJo0Ce3bt0dwcDBmz56Nfv36ITU1FUD95jQ7Oxsp\nKSn1tpnNZsfz2NhY9O/fH/Pnz79iPp1OhwceeABnzpzBmTNnGtznqaeeQmpqKiZOnIjg4GAAQPfu\n3fH666+jW7duTXr/WqO55pSIiIiorbHZgKgo12q0bw+MHm3BmDHFeOqphYiM7IkVK1ZKyUfU2m6+\n+WZ07doVFosF27dvr3fFEgDuvfdebN68GUBNc7p//34UFRVBCIEvv/wSo0ePRmFhoWNbTk4OBg0a\n5DheURTMnj0bCxYsQFFR0WXzVFRUICMjA926dUOnTp3qvf79998jLy8Pd911l4vvXFt4KxkiIiIi\nL9e9O7BuHRAT0/Iap0+fRmRkT5SVHQFgBLAPAQGJyM39Hp07d5YVlbxAU24lk5XV4J1Ami0hofl/\n95tMJqSnpyMpKclpe//+/XHbbbchLS0NBw8eRI8ePZxe/+yzzzBixAiUl5cDAKKjo/H6668jPDwc\njz/+OLKzszFmzBjcf//9CA8PR1xcHIqKiuDn54eMjAykp6fDarVi9OjRiI6Oxpw5cxAeHo73338f\nZrMZaWlpeOmll9C+fXuUlJTAaDRi+/bt6H7xPk0WiwXJyck4fvw4cnJyYDabUVZWBn9/fwDAmDFj\nsHHjRlRUVODtt9/GAw884FSzlhACJSUlOHz4MKKjox3b09LScPToUSxfvrzZn2lraMmtZHxbPRUR\nERERtZqqKuDHH2tuC+MKu90Of/8olJUZL27pDT+/SNjtdjanVE9LmsrWlpeXh86dO0On0yE/P79e\nc5qfn+90FTM+Ph5WqxXh4eGIj48HAAwcOBAWiwURERHo06cP/Pz86p1n1qxZ6Nu3L/7v//6v3muj\nR4/G8uXLUVBQgLvvvhv/+Mc/8MYbb9Tbr2PHjo5MkRf/5V2xYoUjV1VVVb2al9LptLkAVnPvSivr\n+rWQQUYNZmAG2TWYQT0ZZNRgBmaQXcMbM+TnAyEhwFVXuZYhKioKFRV2APsAZAGwo7IyF1EtXC/s\njZ8lM3iv3bt34+TJkzCbzejXrx9Wr15db59Vq1Zh8ODBjudmsxkWiwXbtm1zNKe1DWvdedNLxcTE\n4K677sKLL77Y4JcVAUBISAjeeustvP3227DZbA3WCAsLw3//+9+WvF3N0lxzSkRERNSWyJg3BYDO\nnTsjPX0RAgIS4ee3Ej4+FqSnL+JVU1K10tJSrFu3DmPGjEFycjKuu+46vPzyy8jIyMDChQtx7tw5\nFBYW4rnnnsPOnTsxc+ZMx7Fmsxl79+6F1WpFXFwcAOD666+HzWZDVlZWo80pAMyYMQPvvvvuZWdP\ne/TogREjRmDevHn1XlMUBa+++irS0tKQnp7uqHP48GH8/PPPLf04vB5nTomIiIi82L/+BWzcCLz/\nvpx6p0+fhsXyE554ohdOnPBBIxeGSMOaMnPqSSaTCadOnYKvry90Oh169eqF5ORkPPLII44rmdu3\nb8f06dOxZ88e+Pj4ID4+HvPmzUNsbKxTrbCwMHTp0gV79+51bBs2bBgyMzNRWFiIgIAAAHCaOa31\n2GOPYcmSJdi6datj5rTuzOeuXbuQmJgIm82GgwcPOmZOa23atAkvvfQSvvrqK7Rr1w4RERG4//77\n8eijjyIgIKDROVIfHx9NzpyyOSUiIiLyYrNmAeXlwIsvyqspBHDttcBHHwHXXy+vLnkHtTen5B1a\n0pxqblmvVtb1ayGDjBrMwAyyazCDejLIqMEMzCC7hjdmsNud73EqI4PFkoXbbwc+/bTlNbzxs2QG\nIs/SXHNKRERE1JbImjmt67bbgA0b5NclImoMl/USEREReTGTCfj8c6BbN7l1f/kFuOaamtvUBAXJ\nrU3qxmW9JAOX9RIRERG1IRcuACdPAuHh8msHBgIDBwKbN8uvTUTUEM01p1pZ16+FDDJqMAMzyK7B\nDOrJIKOLZSeIAAAgAElEQVQGMzCD7BreluHECeDqqwF//9bJ4Mrcqbd9lsxA5Hmaa06JiIiI2gqb\nrf6XIclUO3fKFZ5E5A6cOSUiIiLyUkuXAhYLkJHReueIiQE++AC48cbWOwepC2dOSQbOnBIRERG1\nIQ3dRkY2V28pQ0TUVJprTrWyrl8LGWTUYAZmkF2DGdSTQUYNZmAG2TW8LUNjt5GRmaGlt5Txts+S\nGYg8T3PNKREREVFb4Y4rp2YzsG8fUFDQuuchaqqoqCgEBgYiKCgIISEhGDhwIN566y2nJaTbt2/H\n4MGDYTAYYDQaMXLkSBw8eNDxes+ePbF69Wqn/XU6ndO2nJwcGAwGVFdXY9myZdDpdHj11VedsoSH\nh8NqtQIA0tLSkJycfNnMBoMBer0eBoMBkydPBgBkZGTA19e33mu3336747m/vz/atWsHg8EAg8GA\nRx991PUPUo2EEKp61EQiIiIioisJCxPCbm/98/zpT0KsWNH65yF1UPvf41FRUWLLli1CCCFKSkrE\nJ598Ikwmk5g4caIQQojt27eLDh06iH/84x/i3LlzorCwUDz33HPCaDQKm80mhBDiL3/5i5g0aZKj\n5pw5c0SvXr3qbRs6dKgQQohly5aJjh07is6dO4tz58459unatauwWCxCCCFSU1NFcnLyFTPXtWzZ\nMhEfH3/Z9zx+/Hjx/PPPX3YftWns9+ji9gZ7QV45JSIiIvJC5eXA6dNAWFjrn4tzp6Q24uJVUr1e\nj+HDh2PlypXIyMjA/v37kZKSgvHjx2PSpElo3749goODMXv2bPTr1w+pqakAALPZ7LjiCQDZ2dlI\nSUmpt81sNjuex8bGon///pg/f75LmalxmmtOtbKuXwsZZNRgBmaQXYMZ1JNBRg1mYAbZNbwpw/Hj\nNY2pr2/rZ7jtNmDjRqC6uuU1ZORw9/HM4D1uvvlmdO3aFRaLBdu3b8eoUaPq7XPvvfdi8+bNAGqa\n0/3796OoqAhCCHz55ZcYPXo0CgsLHdtycnIwaNAgx/GKomD27NlYsGABioqK3Pbe2hLNNadERERE\nbYE75k1rRUYCnTsDX37pnvOR+imKIuUhU2hoKM6cOQMhBEJDQxt9HQAiIiIQERGB7OxsfPPNN+je\nvTvatWuHuLg4x7bKykr06dPHqUbv3r0xZMgQzJ07t9n57rjjDoSEhMBoNCIkJATp6emO13bs2OH0\n2q5du5pdXwt4n1MiIiIiL/T228CuXcA777jnfE8/DXToAMyc6Z7zkeeo/T6nJpMJ6enpSEpKctoe\nERGBZ555BpMnT8bnn3/udNUTAJYtW4bp06cjLy8PADBu3Dh06dIF4eHh+Omnn/DSSy/hzTffhM1m\nQ0REBNasWYOtW7cCqPnSovT0dFitVvzwww/o27cvDh06hJtuugnvv/8+zGYz0tLScPToUSxfvrzB\nzEuXLkViYmK91y6t3ZgJEyYgPDwcs2bNavbn5Sm8zykRERFRG2G3N3wbmdbS0lvKELnD7t27cfLk\nSZjNZvTr18/pW3drrVq1CoMHD3Y8N5vNsFgs2LZtG+Lj4wEA8fHxsFqt9eZNLxUTE4O77roLL774\nYrOu/qq54VcLzTWnWlnXr4UMMmowAzPIrsEM6skgowYzMIPsGt6UwWZrfFlva2QYOBD4/vuaL2Fq\naQ0ZOdx5PDOoX2lpKdatW4cxY8YgOTkZ1113HV5++WVkZGRg4cKFOHfuHAoLC/Hcc89h586dmHnJ\npX+z2Yy9e/fCarUiLi4OAHD99dfDZrMhKyur0eYUAGbMmIF333233uxpVVUVysvLHY+KiorWeeMa\npbnmlIiIiKgtsNnce+XU3x9ISgI++8x95yRqzJ/+9CcEBQUhIiICc+bMwdSpU7F06VIAQFxcHD77\n7DN8+OGHCA0NhclkwjfffIOcnBx069bNUaN79+7o0qULQkNDYTAYANQsOe3Tpw9KS0sxYMCARs8f\nFRWF5ORknD9/3mn7Bx98gMDAQAQGBiIgIADXXnutU+ba+5QaDAbcfffdTX6/sudz1Yozp0RERERe\n6JprgK++An7zG/ed85//BLKygPffd985yf3UPnNK3qElM6dsTomIiIi8zC+/AB07AufPAzo3roM7\ncQK44Qbg558BHx/3nZfci80pycAvRIJ21vVrIYOMGszADLJrMIN6MsiowQzMILuGt2TIzQUiIhpv\nTFsrQ9euNfdWbcpdLrzls2QGIvXQXHNKREREpHXunje91O23A59+6plzE5G2cVkvERERkZdZtAjY\ntw9YssT957ZagSefBPbscf+5yT24rJdk4LJeIiIiojbAk1dO+/cHjh4FfvrJM+cnIu3SXHOqlXX9\nWsggowYzMIPsGsygngwyajADM8iu4S0Z7PbG73Ha2hn8/IAhQ4CNG1teQ0YOdxzPDETupbnmlIiI\niEjrbLbLN6et7bbbgA0bPHd+ItImzpwSEREReZlOnYADB4AuXTxz/vx84LrrgFOnAF9fz2Sg1sOZ\nU5LBYzOniqLcqijK94qiHFIUJaWRfRIURdmrKMp3iqJslXFeIiIioramtBQoKwM6d/ZchtDQmiu3\nO3Z4LgMRaY/LzamiKDoACwEMBXAdgDGKovSss08QgDcBDBdC/BbAPa6etzFaWdevhQwyajADM8iu\nwQzqySCjBjMwg+wa3pDBbq/5MiSlwesO7skAXPmWMt7wWTKDd4qKikJgYCAMBgNCQ0ORnJyM0tJS\nAMCECRMwY8YMx76VlZWYNWsWevbsCb1ej/DwcAwbNgybN2927GMymbBlyxanc2RkZCA+Ph4AoNfr\nYTAYYDAY4OPjg8DAQMe2FStWIC0tDf7+/jAYDI7tr776KgAgMTERS5cuBQBYLBb4+PjAYDAgKCgI\nMTExePvtt53Oq9PpHDXq1moLZFw57QPgsBAiVwhRCeADACPr7HM/gA+FEHkAIIQ4I+G8RERERG2O\np+dNa3HulDxFURSsX78eJSUl+Oabb/Dtt9/ihRdeaHDfu+++G5988gnee+89FBYWwmaz4YknnsCn\nTbhZr3LxvwCVlpaipKQEJSUliIyMxPr16x3bxowZAwC47777UFJS4tg+derUBmuGhYWhpKQExcXF\nWLBgAR599FEcOHDA6Zz79u1rUi0tcnnmVFGUuwEMFUI8fPH5WAB9hBCTL9nnNQB+qLmy2gHAG0KI\nfzVSjzOnRERERI14/XXg8GFg4ULP5qiqqpl53bcPCAvzbBaSS+0zpyaTCenp6UhKSgIApKSkYP/+\n/Vi3bh0mTJiA8PBwzJo1C59//jlGjhyJI0eOIDQ0tMn1gJorp+np6bBarVfcNy0tDUePHsXy5cvr\n1U5MTERycjImTpwIi8WC5ORkHD9+3PH61VdfjTfffBOjRo0CUHPl9MiRI4iOjm7Zh6MiLZk5ddcI\nuy+A3wNIAtAewA5FUXYIIY40tPP48eMRdfHmXcHBwbjhhhuQkJAA4H/LEvicz/mcz/mcz/mcz9vi\nc7sdqKrKQlaW5/MMHZqADRuAa6/13OfB5/Kfe5MTJ05gw4YNuOee+lODmZmZ6Nu372Ub08a0dnMu\nhMAnn3yC4uJi3Hjjja16Lk9bsGABvv76a0d/d1lCCJceAPoB2HjJ82kAUurskwJg5iXP3wFwdyP1\nhCu2bt3q0vEyajCDvBrMwAyyazCDejLIqMEMzCC7hjdkGDlSiP/8x7MZai1fLsRdd7VOBhk1mKFl\nxzfl73FAzqMloqKihF6vF3q9XiiKIu644w5RVVUlhBBi/Pjx4vnnnxdCCPHQQw+JMWPGOI4rKCgQ\nwcHBIigoSFx11VX16hmNRscjMDBQxMfHN3juzMxMp22pqanC399fGI1GERwcLIxGo8jPzxdCCJGQ\nkCDS09OFEEJkZWUJnU4njEajaNeunfDx8RGrVq1yqqUoiggKCnKqtWnTppZ9UB7W2O/Rxe0N9pY6\nCc3wbgDXKooSqSiKP4D7AKyts8/HAAYqiuKjKEoggL4ADko4NxEREVGbYrerY+YUAIYOBTIzgYoK\nTychd5PVnrbUxx9/jJKSEmRlZWHr1q348ssv6+3TsWNH5OfnO54bjUYUFhbiyy+/REWdX9qPP/4Y\nBQUFjseiRYualWf06NEoKChAYWEhCgoKcM011zS4X1hYGAoKClBaWoonnngCL730Ur2rtHv37nWq\nNWTIkGZl8WqNda3NeQC4FcAPAA4DmHZx2yMAHr5kn6kA9gPYB+Dxy9SS2rETERERaUV1tRAGgxBn\nz3o6yf/06SPEli2eTkEyqf3v8bpXL6dPny4SExOFEM5XTjdt2iTat28v8vLynI4/cuSIuPg9Nw3W\nE0KIZcuWNevKaXJycoNZ6145DQ8Pd7xWUVEhTCaTyMjIcGxTFEUcPXq08TfvRRr7PUIrXzmFEGKj\nECJGCNFdCPHyxW1vCSHevmSfV4UQ1wkhegsh/iHjvERERERtSVFRzf8ajZ7Ncakr3VKGqLVNmTIF\nu3btwhdffOG0fciQIUhMTMQdd9yBXbt2obKyEhcuXMCOHTsc38TrSX5+fnjqqacwd+5cT0dRDSnN\nqZrUDnR7sgYzyKvBDMwguwYzqCeDjBrMwAyya6g9Q+1tZK70d7U7P4fGbimj9s+SGbxX3cayU6dO\nGDduHObOnVvvtTVr1mD48OEYO3YsjEYjoqOjsWLFCmzatKnRes05t6v7T5w4EadPn8batWsd+//u\nd79zus/pk08+2axzejN3fVsvEREREbnIbgea8oWX7vSHPwCnTgG5uUBkpKfTUFtw7NixetvefPPN\nBvf19fXFjBkzMGPGjGbVGzduHMaNG9ekfWfOnNlo7S1btjj+edCgQU63kQGAgIAAnDp1yvG8qqqq\n0Vptgcv3OZWN9zklIiIiatj8+cCJE8Brr3k6ibMHHwQGDAD++ldPJyEZ1H6fU/IOLbnPqeaW9RIR\nERFplRqvnAKNL+0lImoOzTWnWlnXr4UMMmowAzPIrsEM6skgowYzMIPsGmrPUDtz6skMDbnlFiAr\nCygvl5dBRg1mkJeByB0015wSERERaZXNps4rpx07Ar/9LWC1ejoJEXkzzpwSEREReQEhgA4dgPx8\nwGDwdJr6XngBOHtWffOw1HycOSUZOHNKREREpFGnTwNXXaXOxhSoud8p506JyBWaa061sq5fCxlk\n1GAGZpBdgxnUk0FGDWZgBtk11JzBbm/avGlrZricG24AiouBo0flZJBRgxnkZSByB801p0RERERa\npNZ501o6Hb+1l4hcw5lTIiIiIi8wdy5w5gzwyiueTtK41auBZcuA9es9nYRcwZlTkoEzp0REREQa\n1dTbyHjSkCFAdjZQVubpJKRlJpMJW7ZscdpmsVjg4+MDg8EAg8EAvV4Pg8GAL774AgCQkJCAgIAA\np9esVqvjn/V6PXQ6HTp06ODYlpOTgwkTJqBdu3ZOx61evbpejoyMDPj6+sJgMCA4OBi/+93vsGbN\nGke+3Nxc6HS6evlqa1ENzTWnWlnXr4UMMmowAzPIrsEM6skgowYzMIPsGmrOYLc3fVmvpz6H4GDg\nxhtr7nmq5s+SGbQpLCwMJSUlKCkpQWlpKUpKStC3b18ANVfrFi1a5PSa2Wx2/HNpaSkURcG3337r\n2BYXFwcASElJcTrunnvuafD8AwYMQElJCYqKivDYY4/h/vvvR2FhoeN1RVFQXFzcpFptleaaUyIi\nIiIt8oYrp0DN3Omnn3o6BVF9V1qqLISQtpw5OTkZ5eXlOFr7DWFNzNDWceaUiIiISOWqq4H27Wvu\nIxoY6Ok0l7dvH3DnncCRI4DS4FQZqZ3aZ05NJhPS09ORlJTk2GaxWJCcnIzjx483eExiYiKSk5Mx\nceLERuvqdDocOXIE0dHRjm0TJkxAeHg4Zs2addkcGRkZSE9Ph9VqRVVVFZYsWYLnn38eubm50Ov1\nyM3NRXR0NCoqKuDj4+PCu/ceLZk59W31VERERETkkp9+AoKC1N+YAsD11wPl5cDhw0CPHp5OQ61F\nSZPzXx7ETHlNcF5eHkJCQmrqCgFFUZCXl4eAgAAAwOTJkzF16lQIIdCtWzfs2bOnSXVfeeUVLFy4\nEEII+Pn54dSpUw3ut2PHDoSEhODcuXPw8/PDpk2boNfrHa8LIdC5c2enfDt27EBMTIwrb1tTNLes\nVyvr+rWQQUYNZmAG2TWYQT0ZZNRgBmaQXUOtGZp7GxlPfg6KUrO09403XMvgag4ZxzND48RMIeUh\nU1hYGAoKClBQUIDCwkIUFBQ4GlMAeOONNxyvNbUxBYCnn37acVxjjSkA9O/fHwUFBSgqKsKIESMw\nd+5cp9cVRcHZs2ed8rExdaa55pSIiIhIa+x275g3rdWnD3DsmKdTEHlGYGAgFi1aBIvFAqvV6vSa\nmpdLqwFnTomIiIhU7oUXgPPngTlzPJ2kaSwW4Lnnam4rQ97HG2ZOFy9ejMTERMe27OxsTJgwAT/+\n+GODx7hz5rTW008/je+++w4bNmxAbm4uTCYTKisrOXPK+5wSEREReS9vu3IaEwP88IOnU5CWDRs2\nDIGBgY7HrFmzkJ+fX+8+orX3GlWa8O1cDe1zueOuVHPKlCnIysrCvn37HPsbjUanfAsWLLhirrZE\nc82pVtb1ayGDjBrMwAyyazCDejLIqMEMzCC7hlozeNPMKQBcfTVw7lwWLrnFo0dyqPXn6Y0Z1MRm\ns6GqqsrpYbVaceHChXr3Ob3zzjsBAFu2bLnsVVMAqKqqcrpqCgBLly5t8KopABw7dszxjcHjxo2r\nt4Q3LCwMZWVl6N27NyIjI1FVVVUv35QpU1r6MWiS5ppTIiIiIq3xtiunigKEhwOHDnk6CRF5E86c\nEhEREalYVVXNLWRKSoB27TydpukeeAC49VYgOdnTSai51D5zSt6BM6dEREREGpOXB3Tu7F2NKVBz\nj1POnRJRc2iuOdXKun4tZJBRgxmYQXYNZlBPBhk1mIEZZNdQYwabrflLetXwOVRVZbm8rFcN74MZ\niNxHc80pERERkZbY7c37MiS16NqVV06JqHk4c0pERESkYqmpQHU10MgXhqrWuXM139pbWgroeDnE\nq3DmlGTgzCkRERGRxnjrldMOHYDgYODECU8nISJvobnmVCvr+rWQQUYNZmAG2TWYQT0ZZNRgBmaQ\nXUONGbx15jQrKwsxMa7dTkYt74MZiNxDc80pERERkZbYbN555RTgN/YSUTMJIVT1qIlEREREROXl\nQvj7C1FZ6ekkLfP3vwsxebKnU1Bzqf3v8cjISBEQECAMBoMwGo0iLi5OLFmyRFRXVzv2ycnJEUlJ\nSUKv14vg4GAxYsQIceDAAcfrMTExYtWqVU77K4ritG3btm1Cr9eLqqoq8e677wpFUcQrr7zilKVr\n167CYrEIIYRITU0Vfn5+Qq/Xiw4dOgi9Xu/YPyEhQaSnpwshhMjKyhI6nU7o9XphMBhEjx49xFtv\nveVUV1EUR426tbxFY79HF7c32AvyyikRERGRSv34IxAaCvj6ejpJy/To4dqyXqKGKIqC9evXo7i4\nGLm5uZg2bRrmzp2Lhx56CACwY8cODB06FHfeeSfy8/Nhs9nQu3dvxMXFwW63AwDMZjOsVqujptVq\nRWxsrNO27OxsDBgwADqdDoqiICQkBPPmzcP58+cbzXbfffehpKQEpaWlKCkpwdSpUxvcLywsDCUl\nJSguLsaCBQvw6KOP4sCBA07vcd++fU2qpSWaa061sq5fCxlk1GAGZpBdgxnUk0FGDWZgBtk11JbB\nbm/+vKnsDK7UcHVZr1reBzOoj7j4LbB6vR7Dhw/HypUrkZGRgf379yMlJQXjx4/HpEmT0L59ewQH\nB2P27Nno168fUlNTAdRvTrOzs5GSklJvm9lsdjyPjY1F//79MX/+fKnv5bbbbkPHjh2dmlPxv1Wl\nbYrmmlMiIiIirWjJlyGpickEnDwJlJd7Oglp3c0334yuXbvCYrFg+/btGDVqVL197r33XmzevBlA\nTXO6f/9+FBUVQQiBL7/8EqNHj0ZhYaFjW05ODgYNGuQ4XlEUzJ49GwsWLEBRUZGU3EIIrF27FsXF\nxbjxxhul1PRqja339dQDKl/jTkREROQu06cLkZbm6RSuiYkR4rvvPJ2CmqNJf48Dch4tEBUVJTIz\nM+tt79evn0hLSxM6nU788MMP9V7fuHGj8Pf3dzw3mUxi7dq1Yu/evWLgwIFCCCHuu+8+x7bAwEBR\nUVEhhBBi2bJlIj4+XgghxL333iumTZsmhKg/c+rv7y+MRqMIDg4WRqNR5OfnCyEanjk1Go2iXbt2\nwsfHx2nWVYiamdOgoCCnWps2bWrR5+Upjf0egTOnRERERK2v4nSF1KV43n7lFIDLt5MhlZLVnkqU\nl5eHzp07Q6fTIT8/v97r+fn56NSpk+N5fHw8rFYrrFYr4uPjAQADBw6ExWKB1WpFnz594OfnV6/O\nrFmzsHjxYpw6darea6NHj0ZBQQEKCwtRUFCAa665psGsYWFhKCgoQGlpKZ544gm89NJL9f6/Y+/e\nvU61hgwZ0qzPwxtprjnVyrp+LWSQUYMZmEF2DWZQTwYZNZiBGWTXcOX4C+cuYPf1u7H2lbXSMtjt\nLbuNjJp+nq7MnarpfbT1DGq3e/dunDx5EmazGf369cPq1avr7bNq1SoMHjzY8dxsNsNisWDbtm2O\n5rS2Ya07b3qpmJgY3HXXXXjxxRehKIpLuf38/PDyyy+juLgY//rXv5xek/kfuryF5ppTIiIiIk84\nMf8EKk9Xotwub8CSV06JLq+0tBTr1q3DmDFjkJycjOuuuw4vv/wyMjIysHDhQpw7dw6FhYV47rnn\nsHPnTsycOdNxrNlsxt69e2G1WhEXFwcAuP7662Gz2ZCVldVocwoAM2bMwLvvvitl9tTPzw9PPfUU\n5s6d63Itb6eorSNXFEWoLRMRERHR5VT8XIFdvXYhdGIoLpReQMySGJdr/vorEBwMnD8P+PhICOkh\nVivwzDNATo57z3v69GnY7XZERUWhc+fO7j25l1MURdVX7UwmE06dOgVfX1/odDr06tULycnJeOSR\nRxxXMrdv347p06djz5498PHxQXx8PObNm4fY2FinWmFhYejSpQv27t3r2DZs2DBkZmaisLAQAQEB\nAICMjAykp6c7fZvvY489hiVLlmDr1q0wm81IS0vD0aNHsXz58nqZk5KSMHbsWEycOBEWiwXJyck4\nfvy44/WysjJERkbinXfewYgRI+Dj44PAwEDHz0JRFDz00EP4+9//LvWzbE2N/R5d3N7gJWc2p0RE\nREQuOvToIeja6RAyLATHXzyOG7be4HLNH34Ahg8HDh+WENCDfv4Z+O1vgdOn3XfOFStW4s9/fhT+\n/lGoqLAjPX0RxowZ7b4AXk7tzSl5h5Y0p5pb1quVdf1ayCCjBjMwg+wazKCeDDJqMAMzyK7RkuN/\nOfQLTq06hYjpEQjsEYht326TksFma9m86aU1XM0go0aXLkBFBVBQ4J4cp0+fxp///CjKynahuHg+\nysq24s9/fhSnW9gdq+mz9GQGInfQXHNKRERE5E7Hnj2G8Knh8O/kj3Zd26HqXBUulF5wua7d7v3z\npgCgKDVfiuSuuVO73Q5//ygA3S5u6Q0/v0jY7Xb3BCCiFuOyXiIiIqIWKt5ZjAP3HECfQ33gE1Az\nGLr7d7vRc2lP6G/Su1Q7JQUICgKefVZGUs8aOxYYMgQYN671z3X69GlERvZEWZkdgB7AAQQExCM3\n93vOnjYRl/WSDFzWS0REROQmQggc+9sxRKVFORpTAAiMCcQvh35xub5WrpwC7r1y2rlzZ7zzziIA\n5dDpDsLffx7S0xexMSXyApprTrWyrl8LGWTUYAZmkF2DGdSTQUYNZmAG2TWac/zZT86isqAS14y7\nxmn7vnb78MsPLW9OL505bWlzqrafZ0xMy+512tIcZvNodOoUghEjvsWDD7r2ZUhq+yw9lYHIHTTX\nnBIRERG1tuoL1Tg27Ri6ze0Gxcd5dVq78HYoO1Tm8jns9pZ/IZLauPPKKQDs3QvcdJMOQ4Z0we7d\nge47MRG5hDOnRERERM108p2T+Pm9n3HD1hsc91WsVbKrBIf+3yH84cs/tLj+uXM133J7/nzNFwp5\nu9r3c+4coHPDpZFZs4Cyspr/DQkBjh8HjMbWP69WcOaUZODMKREREVErqzpfBXuqHd3mdavXmAJA\nQI8AlB0qc+mP+9xcIDJSG40pAHToUNMk/vije863dy9w442Anx/Qrx+Qk+Oe8xKRazTXnGplXb8W\nMsiowQzMILsGM6gng4wazMAMsms05fgTC04gaEAQDH0MDb6e83UOdIE6VORXtDiDK/OmtTVc0Ro/\ni5iY5i/tbWmO2uY0KysLZjNgtbaojEsZZB2vlgxE7qC55pSIiIiotVScrsCPr/0I00uX7xwDYwJd\n+lIkLc2b1urRo2VfitRcBQU1j24Xb3PqanNK6qPT6XDs2DGnbWlpaXjwwQcBABaLBT4+PjAYDAgK\nCkJsbCyWLVsGAMjNzYVOp4PBYIDBYIDJZMLs2bOdaplMJmzZssXx/KeffsLDDz+MsLAwGAwGXHvt\ntZg4cSIOXfyvLbU1q6urnepMmDABM2bMwLZt26DX62EwGNChQwfH+Wu3nThxAgkJCQgICHDa/sUX\nX9R7v2lpafD394fBYIDRaET//v2RnZ3tOOel772hWqonhFDVoyYSERERkfocmnxIHJp06Ir7Hfzz\nQZG3JK/F53nySSHmzWvx4ar02mtCPP54658nM1OIgQP/9/yXX4Ro316I0tLWP7dWqP3vcZ1OJ44e\nPeq0LTU1VSQnJwshhMjKyhLh4eGO1z766CPh6+srDh48KOx2u9DpdKK6uloIIcSePXtE+/btxaef\nfurYPyoqSmRmZgohhDh79qwwmUxi7NixwmazCSGEKC4uFsuWLRMLFy4UQghHzaqqKqdM48ePF88/\n/wRLVsoAACAASURBVLzTtrrnr5WQkCCWLl16xfd76fusqqoS06dPF126dHHsW/e9e1Jjv0cXtzfY\nC/LKKREREVETlB0tw8/v/4zI5yOvuC+vnNbnriuntUt6awUE1DzfubP1z03uIZo5zz1y5EgYjUYc\nOHCgXo2bbroJ1113Hfbv39/gsX//+98RFBSEf/3rX4i6+C+lwWDAuHHj8Nhjj7XsDaDh99DY+2ps\nu06nwwMPPIAzZ87gzJkzLc6iJpprTrWyrl8LGWTUYAZmkF2DGdSTQUYNZmAG2TUud/yx6cfQ9Ymu\n8O/if8UagT1a3pxqdea0JbeTaUmOS5vT2uNdWdqrxs/SExm8lRACa9asQXFxMXr37u20HQB27tyJ\nAwcO4Oabb27w+MzMTNx5551NPpc7VVRUICMjA926dUOnTp3ceu7W4uvpAETU+i6cu4Dqyuor70hE\nRA0q2V2CYmsxeqb3bNL+ATEBLt3r1GbT3pXTqCggP7/mFi8BAa13nq++AqZOdd5mNgNz5rTeOdsi\nRVLDKxISpNSpKy8vDyEhIdDpdIiIiMB7772Ha6+9Frm5uRBCoHPnzvj1119RXl6OefPmYdCgQQ3W\nOXPmDK655hrH808++QQPPvggqqqqMGDAAGzcuLHmfVys6XhfQqCsrAx/+9vfmpx58uTJmDp1KoQQ\n6NatG/bs2dPgfitXrsS6detQUlICo9GI7du3N/jea3MoioK8vDwEtOa/eLI0tt7XUw+ofI07kTfa\nf/9+kTsv19MxiIi8UnV1tdibuFfkvdX0GdKq8iqR1S5LVJVXXXnnOgoLhejQQYg6I2ma0LOnEN9+\n23r1z58XIiBAiPJy5+0lJTVzp7/+2nrn1hK1/z3u6+srvv/+e6dt06dPFxMnThRCXH7u8tKZz+rq\navHaa6+Jrl27ipKSEsc+l86c9u3bV6Smptar884774jExMR6NS91uZnTuvOpCQkJIj09vcHMiqI0\nOHN69uxZkZCQIB6/ZJibM6dEpGqiWqBwcyEKNxd6OgoRkVcq2FiAivwKXDPxmivvfJHOX4erwq9C\n2bHmXz2122uW9GrlHqeXiolp3bnTffuAnj0B/zorr/V6IDYW2L279c5N7hMREQG73e60zWazITLy\nyvPgtcTFK4pTpkxBVFQUXnvttQb3Gzx4MD766KMm13SnkJAQvPXWW3j77bdhs9nceu7WornmVCvr\n+rWQQUYNZnD9+PP7z0PxU2DJtqC6vOVLe9XwOciowQzqySCjBjMwg+wadY8XVQLH/nYMpjkm6Hyb\n9mdTbY2AmACU/dD85nTduiyXl/Sq9efZ3LnT5uao+2VIlx7f0rlTtX6W7s6gJqNHj8YLL7yAvLw8\nCCHw+eefY926dRg1alSTjq/bRE6bNg1vvPEGysrq//v65JNPorCwEMnJyY7buZSWluLrr7++bM3m\nnN8VPXr0wIgRIzBv3rxWqe9ummtOichZYWYhOg7riHZR7VC8o9jTcYiIvMpP//oJPgYfdBrZ/C8b\naemXIuXnu/ZlSGrW2ldO9+4Ffv/7hl/j/U61Y8aMGRgwYAAGDhyIkJAQTJs2Df/+97/Rq1evJh2v\n1FmWMGzYMISGhuKf//xnvdc7duyInTt34qqrrsLAgQNhMBjw+9//HufOncPixYsbrdnYtubue6XX\nAGDq1KlYvnw5Tp06BQDIz8+vd5/TNWvWXLaGWihq66wVRRFqy0Tkzb7907e4euzVOPfNOSg+Ckyz\nNfoXDxGRZFVlVdgVswu9PuiFoAFBzT7+5FsnUbK7BD3fadqXKNV64omaLw/6v/9r9ilVLzsbSEkB\n6nx/izQ33wy8/jowYED9186eBaKja/7Xl18JelmKonj11TdSh8Z+jy5ub7Dj5pVTIg2rvlCNImsR\nghODYRxsRGEm506JiJoq7x950P9B36LGFAACerRsWa+rt5FRs5iY5t9OpqkqK4EDB4BL7hbipGNH\nICICqLMak4hURHPNqVbW9Wshg4wazODa8aV7SnFV5FXw7+KPry58hfPfnseFkgtuzaC2Gsygngwy\najADM8iuUXt85dlK/H/2zjy+iTr//69JL5I2aVLaQi9ajlLLvSBXgQpUv154y6WLgniuursqirt4\ngLquyHrhireArmJB/QmCN5AeUKDS0kJLD1p6H+mRNm3TM3n//hhS0jZ3JkfbeT4eeUBm5vOeVybT\nyXzm83m93+XbyjHu3+NsjiGKEUFdYP203nPnhq7nNCgI6OlhRy+51pGXB0REAH5+xtvbMrXXXY+l\nszXw8DiDIdc55eHhuUzTkSZIl0oBAB4+HhDPEaMpucnFqnh4eHjcn9JXSxF4RyBEMSKbY3iHeEOr\n1qK7qdviNkSs53So1TjVwTCOGz3tnwzJELzvlIfHveE9pzw8Q5gzCWcQ/vdwBN7EJvIofbUU3XXd\nmPDWBBcr4+Hh4XFf2kvacXrWaczOmQ2f0T52xfpj1h+YuGMiJHMlFm3f0ABMmAAoh7ALY80aICEB\nWLuW27hPPAGEhADPPGN8m6oqYOpUoK4OEPBDNEbhPac8XMB7Tnl4eHrRdGigOqmCNF7au4z3nfLw\n8PCYp+T5EoQ9FmZ3xxSwfmpvURGbtGcoY205GUuxZOQ0NBQICGC9qYOFY8eA2lpXq+DhcQ5DrnM6\nVOb1DwUNXMTgNdjeXnVcBd8pvvD09+yN4TfLDx1lHehSdDlFgzvG4DW4jwYuYvAaeA1cx/jx4x+h\n/F2JiA0RnGgQThRaVU7m/HlAJpOb3c4aDa5obyqGNeVkLNVBxCY66t85NdTe2qm9rj6WmzYBW7a4\nVgMPj7PgpHPKMMx1DMPkMQxTwDDMRhPbzWYYppthmNu52C8PD49xlEeUkCXI+iwTeAogjZdCeYQf\nPeXh4eExRNWHVYh8LhKeYm5qjYhiRGgvsDxj7/nzQGQkJ7t2WxwxcnrxIiAWA4EWlKMdbL7T/Hwg\nJ8fVKnh4nIPdnlOGYQQACgAkAKgCkA5gFRHlGdjuNwDtAD4jou+MxOM9pzw8HJAxPwNjXxk7oINa\n8U4F2s61IebjGBcp4+Hh4XFPmpKbkL8+H7NzZ0Pgxc3kspaMFuSty8PsrNkWbX/LLcA99wB33MHJ\n7t2Stja2E9naCnh4cBPz22+B3buBAwfMb3vxIrBgAVBZySZocmdUKkAmY720FRXO2y/vOeXhAld5\nTucAKCSiUiLqBvA1gFsMbPc4gG8AKDjYJw8Pjwl6VD1oPdsKSdzABBzSBH7klIeHh8cQikQFQu4P\n4axjCgDCaCHaC9tBWstu9M+fB2JjOdu9W+Lry3ZOy8u5i5mRYd5vqiMqiu0UFxVxt39HUVgITJkC\ndHVxe7x4eNwVLq6+YQD0/1wqLi3rhWGYUAC3EtH7ABz6jMod/Cq8Bu5i8Bpsa9+U3ATJHAk8hJcf\nSeti+E72haZNg/YS6wrDu8Nx4CIGr8F9NHARg9fAa+AqBhGhfn89ckLsnz+pr8FT7AlPmSc6KzrN\ntuvsBMrKgMpKudltrdHgivbmYljqO7VUh7FkSIbaM4x1U3tdeSwLCthjFR0tR1qaazS4IwKBAMXF\nxX2WbdmyBffccw8AICkpCR4eHpBIJPD390dsbCx27doFACgtLYVAIIBWqx0Qd8uWLfD29oZEIoFE\nIoFYLEZAQECf/YrF4j7rvvrqq95lIpGod7+6ZQAQFRUFkUjUZ3lNTc0ALevWrYOPjw8kEglGjhyJ\nq6++Gjl6c7p3794NT0/PPvp0sYYKzkqI9DYAfS+qm0+i4OEZ3DQdbhownVcHwzCQLZWh6TBf75SH\nh4dHR8vpFnj4eUA4Rsh5bNFEkUVJkQoL2VE9Ly/OJbgdXPtOLcnUq89g8Z0WFLDHavJk4PhxV6tx\nHxgL5mOHhYVBpVKhubkZr732Gh544AHk5eWZbb9q1SqoVCqoVCq0tLSgsbGxz36zs7P7rLvrrrvQ\n0tIClUqFn376qXe/umW6docOHeqzfPTo0Qa1bNy4ESqVClVVVYiIiMC6dev6rI+Li+ujTz/WUIAL\nt38lgDF678MvLdPnSgBfM+zRDwRwPcMw3URk0Bmwdu1aRF2qPi2VSjFjxgwsXrwYwOUnP8be65ZZ\nur2x9/qxXNHeHd4vXrzY7ni6Za5qP1y/T98jvpj4wUSj32dMQgyUh5XIH59vcXx3OB+G6/fpiO+D\n/z7d6/1Q+D7tbe/q7/PQO4egnanF3Yvvtjte/+9DGCPE4YOHEeQVZLK9XA7Exg6P71MgkOPIEeDx\nx+2Lv3jxYtTUAK2tchQXA5GRlrUfMUKOX34BAPPbu/LvMz9/Ma67DggKAj74QG6RXkPvdcus2d6d\nsdYPe8stt0AmkyE3NxezZs2ya7+2enGtbefj44MVK1Zg+fLlNu3PnXj77bdx5syZ3v6dSXQH2dYX\nAA8AFwBEAvAGcAZArIntdwK43cR64uHhsZ3O2k5KliSTpltjdBv1RTWljkolrVbrRGU8PDw87sup\nKaeo6XiTQ2KXvVlGBY8XmN1uyxaif/zDIRLcjh9/JLrmGu5iJSRY10arJQoMJCor40aDo5g1iygt\njaitjUgkImpvd85+3f1+nGEYKioq6rNs8+bNtGbNGiIiksvlFBERQUREWq2WvvvuO/L29qbCwkIq\nKSkhgUBAGs3A+yT9GJbuVx/9/eoTFRVFhw8fHrC8v5a1a9fS888/T0REra2ttGbNGlq6dGnv9rt2\n7aJFixYZ3b+7Yew8urTcYF9QYG9PmIg0AB4D8CuAHABfE9F5hmEeYhjmQUNN7N2nKfo/qXNFDF4D\ndzF4Dda3b5I3QRovhcCz75+3fgxhlBAevh5oy2lziAZ3jsFrAOrq6vDBBx+grq7OZRq4isFr4DVw\nEaO9qB3d9d2QzJU4RIOl03p1yZDc4Vg6WoOl03ot0WFqSq+x9jrfaUoKNxoc0Z7o8rTeU6fkiI0F\nTp92rgaTMRk5Jy9HUVlZiYCAAAQFBeHll1/G//73P0yYMMFsu8TERAQEBPS+EhIS+qyfOXMmZDIZ\nAgIC8Pe//91iPbfeemtvzNtvN15Vc9u2bQgICIBEIsHx48eRmJjYZ31aWlpvHJlMhujoaIs1DAY4\nKeJFRD8DiOm37EMj297HxT55eHgMozyshHSp1Ox2sgTWd+o3xc8JqnjchT17ErF+/V8gEIzEk09u\nwqef7sDq1StdLYuHx6XU76/HyJtGghE4JiWGMEZoUa3T8+eBp55iS6wMdaKigNpaoL0dENpp883M\nBG67zfp2Ot/pXXfZt39HUVsL+PgAunw88+cDaWlsGRx3YDEtdtm+PTw80N3d3WdZd3c3vPQM22Fh\nYSgrK7M69sqVK/H5558bXZ+ZmYmxY8daHXf//v1YsmSJ2e2efvppvPTSS6ioqMC1116Lzz//HE8+\n+WTv+vnz5yN5MBimbcXYkKqrXnDzaQQ8PO7OiQknqCWrxex2tV/XUvZN2U5QxOMuKBQKEgoDCDhH\n7DP5LBIKA0ihULhaGg+PS8lYlEH1h+odFl/TrSG5j5x61D1Gt+npIRIKiVrMX76HDLGxRNkc/AyN\nH0+Um2t9u4wMVoO7IpcTxcVdfv/ll0S33+6cfbv7/fi4cePo559/7rPsrrvuoi1bthCR8em1RAOn\n0urjTtN6iYh+++03kkqlpFKpiIif1svDwzPI6CjrQE9TD3yn+JrdVrpEiqbkJmh7BqZS5xmalJSU\nwNs7CsDkS0umwcsrEiUlJa4TxcPjYrrqutCa3WrRjBNbEXgKIBwrRHuR8dHT0lK29qffMJrMYmk5\nGVM0NwM1NezUV2uZNg2oqgIUCvs0OArdlF4dupFTG/PxDClWrlyJV155BZWVlSAi/P777zh48CDu\nvPNOi9oTETo6OtDZ2dn7oksHlpx8gE3t7+qrr0Z0dDR27Nhh0fZDgSHXOR0OPo3BooGLGLwG69rr\npvQamprWP4Z3sDdGjBmBlj9aONXg7jGGs4aoqCh0dIgAdAOQA7iA7u5Sy7LncaSB6xi8Bl6DvTEa\nDjYg4JoAeIzwcKgGYYwQ7fnGO6c6v6kjNTizvSUxLPGdmouRlQVMnQp4eBheb6q9hwc7RTY11T4N\n5rC1va7GqS5GVBSg1bK1cJ2lwV154YUXEBcXh4ULFyIgIADPPvssvvrqK0yaNMmi9gzDQCwWQyQS\nQSgUQiQS4ejRowCAvXv3DqgjWl9f39vOFky1Mxdzw4YN2L59e+805hMnTgzQd9pWM7IbwonnlIeH\nxz1oOmK8vqkhdL5T/3n+DlTF4y4EBgZh3LhvceHCP6DVyiAQ1OHTT3cgKCjI1dJ4hjE9PcCBA8D7\n7wNjxwLOrmRRv78eQXc6/m/AXFIk/c7pcCEmBkhKsi+GtfVN+6PznZrIT+MyCgqAe++9/J5h2NHT\n48eByEjX6XIHRowYga1bt2Lr1q0G11911VVG/aaRkZHQaDQG1y1duhQvvvii0f0aa2duv8XFxRZp\n2blz54BtVqxYgRUrVgAA7r33Xtyrf1IMQRh3GxpmGIbcTRMPz2CAiJAWloYZyTMgmiCyqE39wXpU\nvFWBGYdnOFgdjzuwdy/w6qvAzz/X4bXX2tHWFoiPP7bsXOHh4ZqqKuDjj9nX2LHAwoXA0aPAiRPO\n06BRa3B89HHMK50HL5mX+QZ2UP1pNZpSmhC7y3APdP16YM4c4KGHHCrDrUhNBZ5+mp2qaitr17Kj\nnw88YFv7tDTg0UeBjAzbNTiK2Fhg3z5gypTLy7ZtA8rLge3bHbtvhmGG/PRRHsdj7Dy6tNzgkPGQ\nm9bLw+Nu1NXVIT093e6yHeZQ56vBeDEQjrc87aE0XoqWUy3QtJt+Esgz+FGr2ZvA7duB0aODcMMN\nY1BUxHdMeZwLEdsBXb6cveGurQV++okt5/H888DZs2z2VmfR+GsjxLPFDu+YAoBwouXTeocLOs+p\nPX0ge0dOZ80CCgtZ76o70dMDXLwIjB/fd7nOd8rDM1QZcp3T4eLTGAwauIgx2DXs2ZOIyMgrsGTJ\n3YiMvAJ79iSab2SjhqbDTZAtlRn1LhiK4SnxhO9UX6iOqzjRMBhiDFcNW7cCcXHsFDYAUKnkOHfO\nuRocEYPXMDg0NDWxD0YmTQIefxxYsgQoKQF27GD9ggAgEgEREXKb6zhaoqM/DfsbEHhroM3trdEg\nihFBXWB4Wi/R8PScBgayn72hwbYYHR3s1Ff9kUVrNXh7syPWx47ZHsMctrQvKQFGj75cZkcXY9Ys\nIDfX+oc4Q81zyjN04T2nPDx2oFazU9MqKy//q/t/SUk30tPngqgOQDKAAKxfvwRXX73UIR4/5REl\nAm8LNL9hP2QJMigPK63yqvIMLi5eBN57jx1h0DFyJKDRsCNXo0a5ThvP0CYzk/WS7tsHXHcd8OGH\nwKJFrHfOEFOmsH66hQsdr03bo0XDwQZEbYly/M4AeAV5AVqgq74L3oHefdbV1rLJeYab/ZthLo+e\nBlr/84Vz54DoaGDECPt06HynN9xgXxwu0U+GpI9QCEyeDPzxB/u3xMMz1OA9pzw8JujpYaeclZcb\n7oC2twOhoUBY2MB/Varz2LDhWbS27u+NJ5HMxO+/f4jZs2dzqpM0hGPBxzD77Gz4hPpY1VYpV6J4\nYzFmnZzFqSYe9+GOO9hpb88913f5VVcBL7wAJCS4RhfP0KSjg+2M7tjBXisfeoj1U44ebb7t3r3A\nl18C+/eb39ZempKbcOHvF3BlxpWO39klTs89jQlvToD/gr5J6I4eZf8WU1KcJsVtuOcediR93Trr\n2378Metb3b3bPg1HjwKbNrEPRtyFt98GioqAd98duO5vf2PvM555xnH75z2nPFxgi+eUHznl4THB\nrl3A668DS5eyPwQLF7L/6jqhAQHGRwDq6gLxxBOpAMoBRADItqtshylas1rhHextdccUAPzn+0Od\nq0Z3Uze8pI73XfE4l99/Z0evvvxy4LqpU1mPH9855eGCixeBDz4Adu4EZs4Enn0WuPFGwNOKO424\nODY5DZHxaytX1H9fP2BKr6PRTe3t3zkdjn5THRMnGq512qHRYNGZM/hu8mREGBkatddvqmPuXCA7\nm50NJXITK35+PjsN3hDz5wOJtrmEeHjcHt5z6oAYvAbuYrhaw4EDwIoVcnzwAZusY/16dmra1Kns\ntEhTN09BQUH49NMd8PG5FwzzBYTCJTaX7TD3GZSHlZAmmC4gbyyGwEcAyXwJmpNMZ4Nw9XfBVYzh\npKG7m33C/uabA6e9yeVyTJkCu3ynw+lY8hpMo1YDU6fKodGwo08//wzccot1HVMAuHBBDqEQuHDB\nZikWfQ4iQv3+egTeMrBz6shjKZwoNFhO5vz5vh0RV3+fztQQE2O41ukPDQ34o6UF//x//89o28xM\n9kGIvRpEImD6dOOZol1xLAsK2I67oRi6pEjWDGzynlOewcKQ65zy8HBFezsgl7OJEmxl9eqVKChI\nhKdnGC5cyMPq1Ss506eP8rASsqW2e0Z1vlOeocX777Oj/LfcYnj91Kn2dU55eHTk5LDTdv/zH2DC\nBPtiLVjg+OmVbefaAC3gO83XsTvqhyhGhPaCgZlshvvIqaHO6a6aGjw7Zgx+bGhAt1Y7YL1Gw878\nmMFRJTSd79RdMOY5BYAxYwCBgJ2twMMz1OA9pzxui5YI3UTwEbjmGcrBg2w9MXsLhAPAFVcA33xj\nOqOgrWi7tDg28hhbpy/Atmm5qnQV8tbmYU6OHT1xHreiro4diUlONn7T29QERESwJRRc9GfGM0T4\n7DP2Wmmv9w9gPXZnzwIffWR/LGOUvFyC7oZuRL8d7bidGKA1uxW5q3MHXGvDwtiRsDFjnCrHLVCr\n2ZlIra1sUigAqO7sxKT0dFTMn48bsrPxeFgY7gwO7tPu/HngppvsG2XX56ef2N/8I0e4iWcPbW1s\ngij9Y9KfO+4Abr8duPtux2jgPac8XMDXOeUZUrxSWgpJSgoWZmTgn8XF+KmhAc09PU7b/w8/sD98\nXDBtGutncQSqkyoIJwpt7pgCgHimGF1VXeis7uRQGY8r2bQJWLPG9GiMVMq+Skudp4tnaJKdfbkk\njL3ExTl+5LR+v/P9pgAgnCBER3EHSHP5Zq25GVCp2AdFwxGRiM1SXFZ2edmXtbW4LTAQvh4eeCQ0\nFO9XVQ1ox5XfVEdcHJCeDnR1cRfTVi5cYOubGuuYAqze4VzvNCoqCiKRCP7+/ggICMDChQvx4Ycf\n9ukIHT9+HAkJCZBIJJDJZLjllltw/vz53vVXXHEF9u3b12d7gUDQZ9mxY8cgkUig1Wqxa9cuCAQC\n/Oc//+mjJSIiAsmXht23bNkCb2/v3n3Onz8fKXqZzpKSkhDR74/9t99+w9KlSyGRSBAUFISZM2di\n27Zt6Lp0Mm7ZsgVr1qwZcAwEAgGKi4vxyCOPQCwWQyKRwMfHp3f/EokEN954I0pLSyEQCHqXicVi\n/OnSH8/u3buxSC/ts+64SiQShISEYM2aNWhpaeldv27dOvj4+BiMxRVDrnPqap8GEWH/77+7VAMX\n7V0do12jwXuVlXi3rQ2bo6LgyTB4vbwcYcePY9Yff+DvhYX4rq4OCgt+RWzRQMSOnN50EzfHwc9P\njrNnbW9vsn7gkSaLysCYisF4MJAulqLpSJNN7S3FHWIMBw2nT7MPV154wXx7XVIkrjU4KwavwT00\nZGcDRNxomDaNfWDSZPxyZDaGKTrKO9BR0gH/hf4G1zvyWHqIPOAV7IWO0o7eZXl57PRN/RwGrv4+\nna1BV04GYO+jdtXUYO2l9M4jc3Jwrq0N+eq+Xl1LO6eWavD3Z6cY//GH7THs1aAjP7+v39RQDJ3v\n1FEa3B2GYXDo0CE0NzejtLQUzz77LLZu3Yr7778fAJCWloZrr70Wt912G6qrq3Hx4kVMmzYNCxYs\nQElJCQAgPj6+t1MJAMnJyYiNje2zLCUlBXFxcRAIBGAYBgEBAXj99dfR1tZmVNuqVaugUqnQ0NCA\nhIQE3HnnnQO069i3bx+WL1+OP//5zygrK0NdXR0SExNRUVGB8vJyg236L3v//ffR0tIClUqFf/7z\nn737V6lUOHToUO+2zc3NUKlUaGlpQaZebTn92LrjqlKpkJWVhbNnz+KVV17ps9+NGzf2xu8fiwuG\nXOfU1RxpasIzRUWuljHo+by2FnMlEkwUiXB1QABeGjsWR2fMQMPChdgeHY3R3t74pLoaE0+eROyp\nU3gwPx//q6lBaUeH+eAWkJkJ+Poa93tYy7hxjhs5VR5WQrrUdDIkS5AmSKE8wvtOBztEwOOPA6+8\nwo6KmsPepEg8PETs9W38eG7ieXkBs2cbT05jLw0HGjDyxpEQeLrmFkg0UdQnKVJu7vD1m+rQ952e\nbmmBWqvFQn/24YGXQID7QkLwYb/RU65HTgH38Z32T4ZkiJkz2QcbJvpIQx7dKKlYLMayZcuQmJiI\n3bt3IycnBxs3bsTatWvx2GOPwdfXF1KpFC+//DLmzZuHzZs3AxjYOU1JScHGjRsHLIuPj+99Hxsb\ni/nz5+ONN94wq08gEODuu+9GfX096uvrDW7z1FNPYfPmzbjvvvsgvfSjHR0djXfeeQfjzVxUrZ12\nben2uu2Cg4Nx7bXXIicnx6r92A0RudWLlTR4ebOsjLzkcurUaFwtZdCi0Wpp4okTlKRUmt22R6ul\nDJWK3i4vpzvOnqWg1FQac/w4/Tk3lz6srKT8tjabNGzeTPTkkzY1NUhREVF4OHfxdPS09lCSbxL1\ntPbYHas1t5WORx4nrVbLgTIeV/HFF0RXXklk6SXo88+JVq92rCaeoU1VFVFgIBGXl45Nm4ief567\nePqcufoMKb5TOCa4BeQ/mk/lb5f3vn/6aaJ//ctlctyCd94h+stf2P8/VlBAmy9e7LP+olpNI1NS\nSN3D/tZptUQBAUTV1dzq+O47ouuv5zamLaxZQ/TZZ+a3mzuXSC53jAZ3vx+Pioqiw4cPD1geihaZ\nlAAAIABJREFUGRlJ7733Hnl4eJDcwMHZuXMnhYaGEhFRaWkpeXh4kFKpJK1WS6NGjaKOjg6KiIjo\nXebv70+pqalERLRr1y5atGgRZWVlkUwmI+Wl+9Tw8HBKSkoiIqLNmzfTmjVriIios7OTNm7cSNHR\n0b37l8vlFBERQURE58+fJ4FAQKWlpSY/q35MfRiGoaKiIrPblpSUkEAgoJ6egfeKus+kQ/+4lpeX\n09SpU+mll17qXb927Vp63oqLs7Hz6NJyg31BfuSUY3LVanQTIU89MFW8pXRWdkLbNTAz3XDhYEMD\nJJ6eWORveMqVPh4Mgz+JxfhbeDi+mTIFtXFx+HX6dMT7+yO1uRlzTp/GeRseK3LpNwWAqCh2ipqS\n44HJ5tRmiGeK4eFrwphiIaIrRKAuQkcxN6PPPM6npYWtLbl9u+UJjqZMsX1aLw8PwI6aTpvGbV3S\nuDjg2DHu4unobuqG6qQKAf8XwH1wC+k/cjqcM/Xq0I2cdmq12FNbi3tGjeqzPkooxFyJBIkKBQCg\nvBzw9mYzRHPJwoWs31mj4TautVgycgpYP7WXa+RyhpMXl4SEhKC+vh5EhJCQEKPrAWDMmDEYM2YM\nUlJSkJWVhejoaPj4+GDBggW9y7q7uzGnX9mGadOm4ZprrsHWrVsNakhMTERAQABEIhE+/fTT3qm1\n/WloaAAAjNY7kVevXg2ZTAZfX198qVegXBdT95LJZAan+hqDiBAUFASZTIaAgAC8+eabRre99dZb\nIZFIMGbMGIwfPx6bNm3qs37btm29GgICArBu3TqLdVjCkOucutqnkdPWhsCcHJxpbbWpPWkJWVdn\nYd9j+8xvbAJXHwd7YrxRXo6nwsPBMIzV7RmGQYxIhAdCQ/F5bCxuHDkSu3/+2aoYVVVAcTFbzgDg\n5jgkJ8vt6gQY02DNlF5zn4NhGJMlZQbzOTVcNLz6KpCQwN6wWNr+iivY5Bu2JAEZyseS12A5Z8+y\nnVMuNcybxyansSUHnikdjT82QrpYavKBnqOPpSjGfOd0uJ1TOs/pwYYGTPXzw1ihcECMh0ND8cGl\nqb3WTOm15nMEBbGZk7OybI9hrwYiyzyngHWdU0d4ThcvJk5eXFJZWYmgoCAIBAJUV1cPWF9dXY3A\nwMvJ0BYtWoTk5GQkJyf3JgZauHAhkpKSkJycjDlz5sDLa2DCyZdeegn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3s/TevcAdd7Aj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\nJ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sRi/YPkgWT2bCD5y1o4TnOEje+1rxOta3AKsLjT7kmRhjLVCgUSm5sxTVv2LD14enpi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j4cKF/KgpzzQ5WXSI22jM/k1mJqcFBhrtuyhJEn/Ny6OzXM6XY2OpqDt+eXk5H3nkEc6aNYuZ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GJbcbzeBny+VrzeFny+Vny+Fgyjinh8H9PTO/F4GgiFVmHbGbonDvB/Bj18dyjJP+p8js9v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\n4DfArAb/GcCEtLwQuLkhY0pneT6wyOJPj08HH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"text/plain": [
"<matplotlib.figure.Figure at 0x8ee9d750>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x8ee9d950>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" RIGHT(qv = 0.0407369434834) -> 0.0 | UPLEFTFIRE(qv = 0.350398212671) -> 0.0 | RIGHTFIRE(qv = 0.0568688027561) -> 0.0 | RIGHTFIRE(qv = 0.0289407465607) -> 0.0 | UPRIGHTFIRE(qv = 0.196848735213) -> 0.0 | DOWNLEFT(qv = 0.0184055212885) -> 0.0 | DOWN(qv = 0.00759139284492) -> 0.0 | DOWNLEFTFIRE(qv = 0.0241874400526) -> 0.0 | UPRIGHTFIRE(qv = 0.175940409303) -> 0.0 | DOWNLEFTFIRE(qv = 0.0284139160067) -> 0.0 | UP(qv = 0.00649958243594) -> 0.0 | RIGHTFIRE(qv = 0.135068446398) -> 0.0 | DOWNLEFT(qv = 0.0366891957819) -> 0.0 | RIGHTFIRE(qv = 0.194005176425) -> 0.0 | DOWNLEFT(qv = 0.0132584441453) -> 0.0 | UPLEFTFIRE(qv = 0.15289722383) -> 0.0 | UPLEFTFIRE(qv = 0.196279972792) -> 0.0 | RIGHTFIRE(qv = 0.384073525667) -> 0.0 | RIGHTFIRE(qv = 0.306994259357) -> 0.0 | UP(qv = 0.0210854727775) -> 0.0 | RIGHTFIRE(qv = 0.0796935632825) -> 0.0 | UPRIGHTFIRE(qv = 0.245108857751) -> 0.0 | RIGHTFIRE(qv = 0.137187168002) -> 0.0 | UPLEFTFIRE(qv = 0.400675952435) -> 0.0 | LEFT(qv = 0.0531693473458) -> 0.0 | UPRIGHTFIRE(qv = 0.182732820511) -> 0.0 | UPRIGHTFIRE(qv = 0.130753800273) -> 0.0 | UPLEFTFIRE(qv = 0.14470204711) -> 0.0 | DOWNRIGHTFIRE(qv = 0.00553801003844) -> 0.0 | NOOP(qv = 0.00275664986111) -> 0.0 | LEFT(qv = 0.0103350887075) -> 0.0 | RIGHTFIRE(qv = 0.137715265155) -> 0.0 | DOWNRIGHT(qv = 0.0526032075286) -> 0.0 | UPRIGHTFIRE(qv = 0.260889321566) -> 0.0 | LEFTFIRE(qv = 0.00954514369369) -> 0.0 | UPLEFTFIRE(qv = 0.10875762254) -> 0.0 | RIGHT(qv = 0.0556768849492) -> 0.0 | LEFTFIRE(qv = 0.0422316193581) -> 0.0 | RIGHT(qv = 0.11332963407) -> 100.0 | RIGHTFIRE(qv = 0.0713942572474) -> 0.0 | UPLEFTFIRE(qv = 0.197664320469) -> 0.0 | RIGHTFIRE(qv = 0.0770001485944) -> 0.0 | DOWNLEFT(qv = 0.0219311416149) -> 0.0 | RIGHTFIRE(qv = 0.179042831063) -> 0.0 | RIGHTFIRE(qv = 0.0685120597482) -> 0.0 | UPRIGHTFIRE(qv = 0.191294208169) -> 0.0 | RIGHTFIRE(qv = 0.0821058005095) -> 0.0 | DOWNRIGHT(qv = 0.173940390348) -> 0.0 | RIGHT(qv = 0.126926362514) -> 0.0 | DOWNFIRE(qv = 0.0121173458174) -> 0.0 | reached max session length\n"
]
},
{
"data": {
"image/png": 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NmoWwsLCbZuvduzdGjRqFt99+G8uWLbPYpygK3n33XTz77LMwGAx47LHH4OHh\ngRMnTuCXX35pw1fEtnHmlIiIiIiIzJozc2pNAQEBuHDhAuzt7aHT6XDXXXchISEBf/rTn8xXMjMy\nMjBz5kzs3LkTdnZ2iI6Oxttvv43Q0FCLWj4+PujevTv27Nlj3jZixAikpKSgoKAAzs7OAGAxc1rn\n+eefx8cff4wtW7aYZ05vnPncvn074uLikJ2djSNHjphnTuts3LgR8+fPx+7du+Hk5AQ/Pz889dRT\nmDJlCpydnZucI7Wzs9PkzCmbUyIiIiIiMlN7c0q2oTXNKWdO26EGM8irwQzMILsGM6gng4wazMAM\nsmswg3oyyKjBDPIyEHUEzTWnREREREREZHu4rJeIiIiIiMy4rJdk4LJeIiIiIiIiskmaa061sq5f\nCxlk1GAGZpBdgxnUk0FGDWZgBtk1mEE9GWTUYAZ5GYg6guaaUyIiIiIiIrI9nDklIiIiIiIzzpyS\nDJw5JSIiIiIiIpukueZUK+v6tZBBRg1mYAbZNZhBPRlk1GAGZpBdgxnUk0FGDWaQl4GoI2iuOSUi\nIiIiIu3y9/eHi4sL3N3d4eXlhSFDhmD58uUWS0gzMjIwbNgwGAwGeHp6YvTo0Thy5Ih5f58+fbB2\n7VqL43U6ncW29PR0GAwG1NTUYOXKldDpdHj33Xctsvj6+sJkMgEAEhMTkZCQcNPMBoMBer0eBoMB\n06ZNAwAkJyfD3t6+wb6HH37Y/NzR0RFOTk4wGAwwGAyYMmVK27+QKsSZUyIiIiIiMlP7zGlAQABW\nrFiBuLg4lJSUwGg0Ytq0aYiLi0NSUhK2bduGBx54AAsWLMCkSZNQWVmJxYsX46OPPsLu3bvh7++P\nZ599Fk5OTvjggw8AAAsXLsTnn3+O+Ph4i22pqan4/vvvkZycjBdffBE6nQ7Z2dlwdXUFUNucfvnl\nl4iJiUFiYiKysrKwatWqm2a+UXJyMpKSksxNbmMmTZoEX19fzJ07V8aXsENw5pSIiIiIiDSvrunR\n6/UYOXIkVq9ejeTkZBw6dAgzZszAxIkTMXXqVLi6usLDwwPz5s1DREQE5syZAwCIiYmxaAbT0tIw\nY8aMBttiYmLMz0NDQzF48GAsXry4TZmpaZprTrWyrl8LGWTUYAZmkF2DGdSTQUYNZmAG2TWYQT0Z\nZNRgBnkZ1G7gwIHo2bMnjEYjMjIy8Pjjjzc45sknn8SmTZsA1Danhw4dQmFhIYQQ2LVrF8aOHYuC\nggLztvRlfEboAAAgAElEQVT0dAwdOtR8vqIomDdvHpYsWYLCwsIOe2+dieaaUyIiIiIial+Kokh5\nyOTt7Y1Lly5BCAFvb+8m9wOAn58f/Pz8kJaWhn379iE4OBhOTk6Iiooyb6usrER4eLhFjbCwMNx/\n//1YtGhRi/ONGTMGXl5e8PT0hJeXF5KSksz7tm3bZrFv+/btLa6vBZw5JSIiojYrrKyEh4ODtWMQ\nkQS2MHOalJSE+Ph4i+1+fn549dVXMW3aNPz4448WVz0BYOXKlZg5cyZyc3MBABMmTED37t3h6+uL\n8+fPY/78+fjoo4+QnZ0NPz8/fPvtt9iyZQsAy7nQY8eOYdCgQTh+/Djuuecezpw2gTOnRERE1OH2\nl5aia3o6Jhw5ggvXrlk7DhF1Qjt27MC5c+cQExODiIgIi0/drbNmzRoMGzbM/DwmJgZGoxFbt25F\ndHQ0ACA6Ohomk6nBvGl9ISEhePTRR/HWW2+16Oqvmht+tdBcc6qVdf1ayCCjBjMwg+wazKCeDDJq\nMIM6MryclYXJ58+jm4MDfrNjB5afO4eaVvwSZu33wQzqyiCjBjPIy6BWJSUl+O677zB+/HgkJCSg\nb9++WLhwIZKTk/Hhhx+itLQUBQUFeP311/HTTz9h9uzZ5nNjYmKwZ88emEwmREVFAQD69euH7Oxs\npKamNtmcAsCsWbPw2WefNZg9ra6uRkVFhflxjf9g1yKaa06JiIio43x/+TJOXb2KJ7t3x7t33okf\n+/fHqvPnMXj3buwpKbF2PCLSqN/97ndwd3eHn58fFixYgJdeegkrVqwAAERFReGHH37AN998A29v\nbwQEBGDfvn1IT09HUFCQuUZwcDC6d+8Ob29vGAwGALVLTsPDw1FSUoLIyMgmX9/f3x8JCQkoKyuz\n2P7111/DxcUFLi4ucHZ2xp133mmRue4+pQaDAY899liz36/s+Vy14swpERERtUpVTQ0G7NyJtwID\nMbprV/P2GiHw2fnzeO3kSYzr3h3zAgJgsLe3YlIiagm1z5ySbeDMKREREXWYz86fRxcHB4zq0sVi\nu05R8AdvbxwaOBCl1dW4a/t2rL5wgb/sEhHRTWmuOdXKun4tZJBRgxmYQXYNZlBPBhk1mMF6GUqq\nqjD71CksDgqCoiiNnt/V0RFJffpgdd++eCsnBw/u348T5eXSMrRHDWZQTwYZNZhBXgaijqC55pSI\niIja3ztnziDewwP3Xp/Tupkod3fsuucePODlhcG7d2NOdjauVld3QEoiIrIlnDklIiKiFjl79Sr6\n79yJPffeC7/bbmvRuWeuXsX0zEzsLyvDR8HBeMDLq51SElFrceaUZGjNzCmbUyIiImqRSUePwtvR\nEfMDA1td4/8uX8bUEycwUK/H3+68Ez2cnCQm7NwqKgB7e8DOztpJyFaxOSUZ+IFI0M66fi1kkFGD\nGZhBdg1mUE8GGTWYoeMz7C0pwYbLl/GKn1+bMjzcpQsODhyIYGdn9N+5E++dPYuUzZtbVKMxtvS1\nbK/zJ08GXn7ZuhnUUoMZ5GUg6giaa06JiIiofQgh8GJWFmb7+0u5NYyLnR3eDAxE2oAB+PbiRSw4\nfVpCys5NCCA1Fdizx9pJiIhajst6iYiIqFnWX76Ml7KycODee2Gvk/vv2+XV1ei3YwfeDw7GiBtu\nTUPNl5MDhIYCHh5Abi6gNLpwjujmuKyXZOCyXiIiImoXVTU1eDkrC+8EBkpvTIHaq6ifhIRgyvHj\nKKmqkl6/s8jIAB58ENDpgKwsa6chImoZzTWnWlnXr4UMMmowAzPIrsEM6skgowYzAHkVFQhdvhwn\nr1xp1wyf5uXB29GxyauaMr4Odvv2Id7TEzOzs1tdw9a/n209Pz0diIoCevdORVqadTKoqQYzyMug\nJv7+/nBxcYHBYIC3tzcSEhJQUlICAJg0aRJmzZplPrayshJz585Fnz59oNfr4evrixEjRmDTpk3m\nYwICArD5hpn35ORkREdHAwD0ej0MBgMMBgPs7Ozg4uJi3vbVV18hMTERjo6OMBgM5u3vvvsuACAu\nLg4rVqwAABiNRtjZ2cFgMMDd3R0hISH45JNPLF5Xp9OZa9xYqzPQXHNKRETUmewtLcW5a9cQt3cv\nstrYoDaluKoKiTk5eDcoCEo7rxN9NygIay9exE9FRe36OlqVkQFERgJhYWhTc0qkZoqiYP369Sgu\nLsa+fftw4MABvPnmm40e+9hjj+G///0vvvjiCxQUFCA7OxsvvPAC/u///q9ZrwMAJSUlKC4uRnFx\nMXr16oX169ebt40fPx4AMG7cOBQXF5u3v/TSS43W9PHxQXFxMYqKirBkyRJMmTIFhw8ftnjN/fv3\nN6uWFnHmlIiIyIYtOXMGWVev4i4XFyw8fRqbBwxAkLOz1NeYefIkcisqsDI0VGrdpnz9yy94MycH\nu++9F47tsIRYq0pKAG9v4PJl4Phx4JFHgMxMa6ciW6T2mdOAgAAkJSUhPj4eADBjxgwcOnQI3333\nHSZNmgRfX1/MnTsXP/74I0aPHo3MzEx4e3s3ux5Qe+U0KSkJJpPplscmJiYiKysLq1atalA7Li4O\nCQkJmDx5MoxGIxISEnC63oe/3X777fjoo4/w+OOPA6i9cpqZmYnANtyqSy04c0pERNTJHC0vRx8X\nF/yPjw9e9fNDvOQrqGeuXsXH587hzYAAaTVvZWz37vC/7Ta8zU/vbZHt24EBAwAnJ6BvXyA/H8jL\ns3YqovZ19uxZbNiwAYMGDWqwLyUlBYMGDbppY9qU9m7OhRBYt24dioqK8Nvf/rZdX8uWaK451cq6\nfi1kkFGDGZhBdg1mUE8GGTWYATh25Qqu7toFAHjOxwev9eqFuL17kVleLiXDa9nZmOLjg5633daq\n81uTQVEULO3dG0vOnsXRsrJW1WhrBmvWaO35dfOmAGAypWLIkNYv7VXD10FGDWaQl+FGiiLn0Vpj\nxoyBwWCAn58fgoKCMHPmzAbHXLp0CXfccYf5eUFBATw9PeHh4QHnG1aYjBkzBl5eXubH888/36I8\nq1evhpeXFzw9PeHl5YXz5883elxubi68vLzg7OyMRx99FJ9//jmCgoIsjrn77rstatWfj9U6zTWn\nREREncnR8nL41Wsc/9SjB17v1Qvx+/a1uEG90a6SEvxYUIC/+vq2NWaL+d12G2b7++PZ48dRo+Ll\nhWpSN29aJzqac6fUfoSQ82it//znPyguLkZqaiq2bNmCXdf/ka6+Ll26IK/e8gFPT08UFBRg165d\nuHbtWoN6+fn55sfSpUtblGfs2LHIz89HQUEB8vPzLZri+nx8fJCfn4+SkhK88MILmD9/foOrtHv2\n7LGodf/997coi00TQqjqURuJiIiIbqWwslK4Go2ipqamwb7lubnCNyNDnCgra1XtmpoaMXT3brE8\nN7etMVutqqZGDNq5U3xsxQy2oqpKCHd3IS5c+HXbtm1ChIVZLxPZLrX/Pu7v7y9SUlLMz2fOnCni\n4uKEEEJMnDhRvPHGG0IIITZu3ChcXV1F7g3/H5KZmSmuf85No/WEEGLlypUiOjr6lq8thBBz5swR\nCQkJjWaNjY0VSUlJQgghUlNTha+vr3nftWvXREBAgEhOTjZvUxRFZGVlNf3mbUhTP0fXtzfaC/LK\nKRERkY06Vl6OEBeXRj9B99l6V1BPtOIK6n8vX8alykpMbuJf/zuCnaLg05AQvJ6djXMVFVbLYQsO\nHwa6dwe6dft12913AydPAoWF1stF1BGmT5+O7du34+eff7bYfv/99yMuLg5jxozB9u3bUVlZiaqq\nKmzbtq3dP3m8ORwcHPDiiy9i0aJF1o6iGpprTrWyrl8LGWTUYAZmkF2DGdSTQUaNzp6hrjlt6vxn\ne/TAG81sUOvXqKypwctZWXg3KAj2zfy03Pb6OvzGzQ3P9eiBqSdOdEgOW/2ZSk+3XNKbmpoKR0cg\nPLx2X0dkUGMNZpCXQU1ubCy7du2KCRMmYNGiRQ32ffvttxg5ciSefvppeHp6IjAwEF999RU2btzY\nZL2WvHZbj588eTIuXryIdevWmY/v37+/xX1O//d//7dFr2nL7K0dgIiIiFqn7pN6b+aPPXpAARC/\nbx829++P4FscDwDLz51Dr9tuw3AvL0lJ22amnx8G7NyJf128iEfrXxoks4yM2hnTG9XNnY4Y0fGZ\niNrLyZMnG2z76KOPGj3W3t4es2bNwqxZs1pUb8KECZgwYUKzjp09e3aTtTdv3mz+89ChQy1uIwMA\nzs7OuHDhgvl5dXV1k7U6A97nlIiIyEY9fvAgnujeHWO7d7/lsZ+eO4fEnByk9O+P3jdpUIuqqtD7\n55+xqX9/hLm5yYzbJmmFhRh/+DAODhwIDwcHa8dRnaAgYN262lvI1JeSArzxRm3zStRcar/PKdkG\n3ueUiIioE2nOldM6z/TogTn+/ojfuxfHb7LEd35ODn7XpYuqGlMAiPbwwMguXfBKI1ctOrvz52vv\naRoa2nBfRASwbx8g8da3RETtRnPNqVbW9Wshg4wazMAMsmswg3oyyKjRmTNUC4Gsq1cR7Ozc7PP/\n4O2NuQEBjTaoqampOHXlCj7Ny8PcgIAW5+mIr8OioCB8d/kyTDf5hB9b/X625fyMDGDwYKD+eHBd\nDVdXoF8/4IbPiZGeQa01mEFeBqKOoLnmlIiIqDM4dfUqbndwgIudXYvOm1yvQT12Q4P6WnY2pvXs\niR5OTjKjSuNub48PgoPx7LFjuNrJ57Lqy8gAoqKa3s/7nRKRreDMKRERkQ36v8uX8d7Zs/ihf/9W\nnf9ZXh7eyM5GyoABCHFxwfbiYjxy8CCODxoE1xY2vB3tsYMH0dfVtVVXeLUoMhJ46y0gLq7x/evW\nAR98AGza1LG5yHZx5pRk4MwpERFRJ9GSedPGTPL2xpsBARi2dy+OlpXhxawszAsIUH1jCgAfBAdj\n2blzOFhaau0oVnf1au1MaXh408cMGVK7rLeqquNyERG1huaaU62s69dCBhk1mIEZZNdgBvVkkFGj\nM2eou8dpWzJMvN6gRuzejXM//4wJd9zRqjptydCaGj2cnPBWQACeOXYM1Tf8q7ytfj9be/6uXbUf\nhOTq2nQNLy+gVy9gz572yaDmGswgLwNRR9Bcc0pERNQZtPXKaZ2J3t5Y2acPZvj5wa6FN5e3pme8\nveGo02Fpbq61o1hVevrN503rcO6UiGwBZ06JiIhs0B3p6dh1773wUemHF3WEY+XlGLJnD3bdcw/8\nbrvN2nGsYswYYPx4YOzYmx/31VfA6tXAv//dMbnItnHmlGTgzCkREVEnUFhZibKaGvRwdLR2FKsK\ncXHBCz4+mHL8eKf8RVqIW39Sb53oaGDrVqCmpv1zEbW3gIAAbN682WKb0WiEnZ0dDAYDDAYD9Ho9\nDAYDfr5+H6XY2Fg4Oztb7DOZTOY/6/V66HQ6uLm5mbelp6dj0qRJcHJysjhv7dq1DXIkJyfD3t4e\nBoMBHh4e6N+/P7799ltzvpycHOh0ugb56mpRLc01p1pZ16+FDDJqMAMzyK7BDOrJIKNGZ81w7MoV\nhDg7Q7m+DLezfh0A4K9+fsipqMCaixel5LClr2VmJnDbbUDPnreu0bMnYDAAR4/KzaD2GswgL4Mt\n8PHxQXFxMYqLi1FSUoLi4mIMGjQIQO3VuqVLl1rsi4mJMf+5pKQEiqLgwIED5m1R1//lZ8aMGRbn\nPfHEE42+fmRkJIqLi1FYWIjnn38eTz31FAoKCsz7FUVBUVFRs2p1VpprTomIiLRO1rypFjjqdPg0\nJATTMzORX1lp7TgdqrnzpnU4d0qd3a1WWAghpK3CSEhIQEVFBbKyslqUobPjzCkREZGNee3kSTjr\ndHjD39/aUVTjhRMnUFJdjRV9+lg7Sod59lmgXz/gz39u3vFJScDmzcCXX7ZvLrJ9ap85DQgIQFJS\nEuLj483bjEYjEhIScPr06UbPiYuLQ0JCAiZPntxkXZ1Oh8zMTAQGBpq3TZo0Cb6+vpg7d+5NcyQn\nJyMpKQkmkwnV1dX4+OOP8cYbbyAnJwd6vR45OTkIDAzEtWvXYGcDt+ySoTUzp/btnoqIiIikOlpe\njvHdu1s7hqq8GRCA4J9/xonycgR3kqvK6enAc881//joaCAxsf3yUOeiJMr5dG8xW14TnJubCy8v\nr9q6QkBRFOTm5sLZ2RkAMG3aNLz00ksQQiAoKAg7d+5sVt133nkHH374IYQQcHBwwIULFxo9btu2\nbfDy8kJpaSkcHBywceNG6PV6834hBLp162aRb9u2bQgJCWnL29YUzS3r1cq6fi1kkFGDGZhBdg1m\nUE8GGTU6a4b69zi1VgbZ57e1ht7eHsM8PfH3DRuslkFWjeacX1AAnD4NhIU1v0ZwMFBRAeTkyMlg\nCzWYQV6GG4nZQspDJh8fH+Tn5yM/Px8FBQXIz883N6YA8P7775v3NbcxBYCXX37ZfF5TjSkADB48\nGPn5+SgsLMSoUaOwaNEii/2KouDy5csW+diYWtJcc0pERKRlVTU1OHn1KoLr/cJFtaLc3XGwrMza\nMTrEtm1AeDhg34I1cIrSueZOf8jPx6fnzlk7BnVCLi4uWLp0KYxGI0wmk8U+NS+XVgPOnBIREdmQ\nzPJy3L9/P7IjIqwdRXX2lZZi7KFDOHr90zm17PXXa5vNefNadt777wMHDwKffNI+udTklawsrL54\nkX9XWsEWZk6XLVuGuLg487a0tDRMmjQJZ86cafScjpw5rfPyyy/j4MGD2LBhA3JychAQEIDKykrO\nnPI+p0RERNrAT+pt2m9cXXH+2jVcvHbN2lHaXUs/qbdOZ7pyeqCsDKeuXsXpq1etHYXawYgRI+Di\n4mJ+zJ07F3l5eQ3uI1p3r9G6W2/dTGPH3Oy8W9WcPn06UlNTsX//fvPxnp6eFvmWLFlyy1ydieaa\nU62s69dCBhk1mIEZZNdgBvVkkFGjM2aou8epNTO0x/kyatgpCoKPHUNGcbHVMsiocavzKyuBnTuB\nm10QbKpGWBiQlwdcvy1sqzM0h7VrHCgrw53HjsFUWGi1DDLOV0sGNcnOzkZ1dbXFw2QyoaqqqsF9\nTh955BEAwObNm2961RQAqqurLa6aAsCKFSsavWoKACdPnjR/YvCECRMaLOH18fHBlStXEBYWhl69\neqG6urpBvunTp7f2y6BJUppTRVEeVBTlqKIoxxVFmXGT4wYqilKpKMqjMl6XiIg6j+ryahTvKEZe\nUh5OTDuBPbF7cP7z89aO1eF45fTm+rm5Ib2oyNox2tX+/UCvXoCHR8vPtbMDBg8Gtm6Vn0tNCisr\nUVBVheFeXjBq/OeBSEvaPHOqKIoOwHEAwwCcA7ADwDghxNFGjtsE4AqAFUKIfzVRjzOnRESdwMWL\nF3Hq1Cn4+/ubP1ofqP2wiIozFSjdX4qyfWUo3V+K0n2lqDhdAZcQF7iGucKtvxscujgg+41sRORE\nNGu5llbE7NmDRH9/xHl6WjuKKm0uKMAb2dlIv/tua0dpN++/Dxw6BCxf3rrzFywALlwA/vY3ubnU\nJL2oCC9mZmJ5SAieOHQIxzvBHLJMap85JdtgrfuchgM4IYTIuf5iXwMYDeDoDcf9GcA/AQyU8JpE\nRGTDvvpqNf7whylwcwiGd0UNEv/fTPS97S6U7itF2f4y6G7TwbW/K9zC3NB1VFf0er0XXPq4QOfw\n64IfIQROJZ5C2YEyuIW5WfHddCxeOb25QQYD9pWW4mp1NW7T6IeOZGQADz3U+vOjowGtryQ8UFqK\n37i64jeurrhYWYm8igp4OzlZOxYR3YKMZb0+AOp/LNbZ69vMFEXpAWCMEGIZgHb9522trOvXQgYZ\nNZiBGWTXYAbrZ7h48SKemfw8Fl75D14qHo+pFYuxc8VuVHWtQq83eiH8WDgi8yLR//v+CHo7CLf/\n/na49XOzaEyB2n95zRyQicvfXbbK+5B1fktq5FdW4mpNDe5wdLRahvY6X1aNHWlp6OPigl2lpVbL\n0N5fy+Z8GNLNagwcCBw9CpSUtD5Dc1izxoGyMvRzc0Oa0Yhod3eY2rC0Vwt/N7Q2c0raJePKaXMs\nAVB/FvWmDerEiRPh7+8PAPDw8MCAAQMQGxsL4Ne/XE0937t37033N+f53r17rXp+fdY6X9bztn4/\n+P2Uc75anvP7Ked8tTxv7ffT1dUVIfaRyMN+LEI1BKJhcH0BPbt7o499H8R2b369nO45uGv9Xej1\nWq9O8f08VFqKPt7eUBRFNd9PNf39rhPl7o7k779H5e23d/j3Mz+/bflv9TwoKBYVFcCZM6k4e7Z1\n3w8nJyAwMBUffwy8/HLLz2/uc2v+/22a0YigO+4A9HoM9fDAP374Abf7+rbr38/2fN7Rfz+JZFqy\nZAn27t1r7u9uRsbMaQSAOUKIB68/fwWAEEIsqnfMybo/AugKoAzAs0KIdY3U48wpEZGGXbx4Ef/b\nYwa8qv6I9zEYwH44O8chJ+eoxexpc9RU1CC9ezoGZQ2CY1fH9gmsIivz8pBSWIjPQ0OtHUXV1l64\ngM9/+QXr+vXr8Nf29wdGjgQ+/LB96n/9NbB6NXD97hit9vrrtf/75pttz6Q2Qgh4pafjeHg4ujk6\nYmdxMSYePYqD4eHWjmYzOHNKMljrPqc7ANypKEovRVEcAYwDYNF0CiECrz8CUDt3OqWxxpSIiLSv\nW7dueDp0LA46zoXBcDecneOQlLS0xY0pAOicdPCM90T+hvx2SKo+nDdtnih3d2QUFXX4L9eXLwOX\nLgH/+Afwyy/t8xoZGUBkZNvraPl+p7kVFXBSFHRzrP0HqwFubjhTUYFLneD+t0S2rs3NqRCiGsBU\nABsBHALwtRDiiKIof1IU5dnGTmnra97MjctArFGDGeTVYAZmkF2DGayfoaaiBi6nXPDlwc+waNGz\nyMk5ivHjx7Y6Q5eRXXB5fevnTm3pa9nYPU47OkN7nS+zRg8nJ+jt7XGsvLxDM+zZA9xzDxATk4ol\nS1pd5qYZmjNveqsaQO3tZHbtAioqWnd+c1irxsGyMvzG1dV8vr1Oh8g2zJ1q4e+GjAxEHUHGlVMI\nIb4XQoQIIYKFEAuvb1suhPikkWMnN3UbGS2oqanElSs51o5BRI24ePEijh49iou3uvs8tavin4rh\n0scFdwTfgT59+rTqiml9Xg97oeCHAtRU1khKqF68ctp8UQYD0ouLO/Q1d+2qbU7HjQM++QSQfXvN\n0tLaDzKScZccgwEICQF27mx7LbWp+zCk+oa6u8NUWGilRETUbEIIVT1qI9muixf/IzIy/ERNTY21\noxBRPf/4x9fC2dlLuLvfLZydvcQ//vG1tSN1WidfPymyXsmSWnPHPTtE/pZ8qTXV5lp1tXBKTRVX\nqqqsHcUmLD17Vkw8cqRDX/PJJ4X4/PPaPz/9tBDz58utn5IiRGSkvHrTp8vPqAYJhw+LpHPnLLal\nFxaKATt2WCmR7VH77+O9evUSzs7OwmAwCE9PTxEVFSU+/vhji9+/09PTRXx8vNDr9cLDw0OMGjVK\nHD582Lw/JCRErFmzxuJ4RVEstm3dulXo9XpRXV0tPvvsM6EoinjnnXcssvTs2VMYjUYhhBBz5swR\nDg4OQq/XCzc3N6HX683Hx8bGiqSkJCGEEKmpqUKn0wm9Xi8MBoPo3bu3WL58uUVdRVHMNW6sZSua\n+jm6vr3RXlDKlVP6VUnJblRUnEZ5+Y23eSUia7l48SL+8IcpuHLFiKKiXbhyZQv+8IcpvIJqJQUp\nBfC8z1NqzS4ju7T5ljJql331KnycnDR7707Zhri7I132pctb2L3716uar7wCvPce0IqVxU2SNW9a\nR6tzpwfKytDv+rLeOvfq9ci8cgUFlZVWSkUyKYqC9evXo6ioCDk5OXjllVewaNEiPPPMMwCAbdu2\nYfjw4XjkkUeQl5eH7OxshIWFISoqCqdOnQIAxMTEwGQymWuaTCaEhoZabEtLS0NkZCR0Oh0URYGX\nlxfefvttlJWVNZlt3LhxKC4uRklJCYqLi/HSSy81epyPjw+Ki4tRVFSEJUuWYMqUKTh8+LDFe9y/\nf3+zammJ5ppTa6/rLy3djYMHuyA/f4PVMsg4Xy01mIEZZNQ4deoUHB39AfwGQCqAMDg49DL/B6oj\nMsg835YzVBVXoexAGQyRBik56s7vMrIL8te37kORbOVreay8HCFNLOntzD9TTdXo6+qKi5WVuNDC\nD8FpbYaiIuD8+dqlsqmpqejbF4iIAFasaHmtpjI0d970ZjXqGzKktuGtrm7d+TIyyK5RVVODY+Xl\nuKvezCkAOOp0GKTXt+ofLLTwd0OLM6fi+gee6fV6jBw5EqtXr0ZycjIOHTqEGTNmYOLEiZg6dSpc\nXV3h4eGBefPmISIiAnPmzAHQsDlNS0vDjBkzGmyLiYkxPw8NDcXgwYOxePFiqe/loYceQpcuXSya\nU/HrqtJORXPNqbWVlOxG9+5jkZ//vbWjENF1/v7+uHbtFIC6+bOzqKzMadb9tkiuQmMh9OF62DnL\nvfqnv1uPqsIqlGdKvEylMkdv0pxSQzpFQYTBgIwOunq6Zw8QFgbUv7D96qvAu+8CMi7W1dQAP/1U\n+0FGsnTvDtxxB3DggLya1pZ55Qp6ODrCtZEVBkM9PGDs4Kvp1HEGDhyInj17wmg0IiMjA48//niD\nY5588kls2rQJQG1zeujQIRQWFkIIgV27dmHs2LEoKCgwb0tPT8fQoUPN5yuKgnnz5mHJkiUolDTD\nLITAunXrUFRUhN/+9rdSatq0ptb7WusBla9xv5mKivMiLc1TVFYWCpPJTVRVlVo7EhFd98UXXwvg\nsnB2fkkoyimxatVqa0fqlI6/cFycmn+qXWofmXxEnFlypl1qq8EfjhwRH+fmWjuGTZmXnS1ePHGi\nQ15r8WIhpk5tuD0uTojk5LbXP3BAiDvvbHudG/3xj0K89578utay5pdfxJgDBxrdl1pQIAbu3NnB\niV/CYVcAACAASURBVGxTs34fB+Q8WsHf31+kpKQ02B4RESESExOFTqcTx44da7D/+++/F46Ojubn\nAQEBYt26dWLPnj1iyJAhQgghxo0bZ97m4uIirl27JoQQYuXKlSI6OloIIcSTTz4pXnnlFSFEw5lT\nR0dH4enpKTw8PISnp6fIy8sTQjQ+c+rp6SmcnJyEnZ2dxayrELUzp+7u7ha1Nm7c2Kqvl7U09XME\nzpx2jJKSPXBzuxv29u5wc7sHhYWp1o5ERNcNGDAWvXq5w2h8EpGR3hDiSWtH6pQKUwrhOUzuvGmd\ntt5SRu2Olpc3ehsZalqUu3uHfWJv/XnT+l59FVi4sPbKZ1vInjeto7W508bmTesM0utxuKwMJVVV\nHZxKo2S1pxLl5uaiW7du0Ol0yMvLa7A/Ly8PXbt2NT+Pjo6GyWSCyWRCdHQ0AGDIkCEwGo0wmUwI\nDw+Hg4NDgzpz587FsmXLcOHChQb7xo4di/z8fBQUFCA/Px933HFHo1l9fHyQn5+PkpISvPDCC5g/\nf36DZbx79uyxqHX//fe36OthizTXnFpzXX9p6W7o9XcjNTUVXl4PtmlprxpmC9RQgxmYQVaNtDQg\nNtYOZWVlSEx0xPz5jc9ZtWcGWefbaoaK8xWoOFsB/T16aTnqn+95nyeKtxWjqqRlv3jaytfy2JUr\nTd5GprP+TN2qRrjBgP2lpbjSgr/src1QdxuZG2vcdx/g4gKsW9f8Wo1laMm8aVM1GlPXnN7YI6jx\n+9kcNzan9c+/zc4O9+j1yGjhP1ho4e+GFmdOb7Rjxw6cO3cOMTExiIiIwNq1axscs2bNGgwbNsz8\nPCYmBkajEVu3bjU3p3UN643zpvWFhITg0UcfxVtvvQVFUdqU28HBAQsXLkRRURE+//xzi303Nqud\ngeaaU2sqKdkNN7fafzZta3NKRHJt3Vr74R8AEB8PeHgA/9LsHZfVqXBzITxiPaDYte0/5E2x19vD\nMNiAgk0F7VLfmi5XVuJaTQ1ud3S0dhSb4mpnh76urthZUtKur1NaCuTkAKGhDfcpCvDaa8D8+W27\nSNReV0579QIcHIDMTPm1reFAaWmTV04BIMbDA0be71RTSkpK8N1332H8+PFISEhA3759sXDhQiQn\nJ+PDDz9EaWkpCgoK8Prrr+Onn37C7NmzzefGxMRgz549MJlMiLr+rz/9+vVDdnY2UlNTm2xOAWDW\nrFn47LPPpMyeOjg44MUXX8SiRYvaXMvmNbXe11oP2PDM6bZtAaKsrHZ9e01NjUhPv0OUlXXMrAsR\n3ZyfnxBHj/76fN06Ifr3F4K3JO44RyYdEWc+aN+Z0DPvnRFHJnXsvS07QnphoQjnrFyrTD9xQiw4\n1T5zznW2bhVi4MCm91dXC9GnjxA//ti6+r/8IoSHR22d9vDUU0J8+mn71O5IpVVVwtloFJU3+UJt\nunxZRO7a1YGpbJPafx/39/cXLi4uwmAwCA8PDxEZGSmWLVvW4D6nsbGxws3NTbi7u4uRI0da3Oe0\nTo8ePcSAAQMstj388MPCyclJlJeXm7fVnzmtM2XKFKHT6SxmThMSEhrNHBcXZzFz6uvra7G/vLxc\ndOvWTfznP/8RQgih0+ka3Of0L3/5S3O/RKrQ1M8RbjJzqgiVXS5WFEWoLVNzVFYW4KefemHIkEIo\nSu0F6aNHJ8HN7R707DnVyumIOrfTp4F77wV++aX2KgZQewVjwIDaqxkjRlg3X2cghMBP/j8h7Icw\nuPZp+qpGW13JuoLdUbsReS4Siq59rtBaw4q8PKQWFmJVY5fm6Kb+eeECVp4/j+/CwtrtNT74ADh0\nCPj446aPWbkS+OIL4McfW17/3/8Gli8HNrTtLnVN+vjj2k8CXrmyfep3lB3FxXj2+HHsuffeJo8p\nq65G9/R0XIyKggvvGdwkRVE65ZJSkqupn6Pr2xv9j7TmlvVaa11/aekeuLkNgKLozOd7eT3U6vud\nqmG2QA01mIEZZNSoW9KrKL+eryjAzJnAm2+2fKmdFr6WHZ3hStYViCoBlxDLmUnZ78M5yBkOXg7/\nn733Do/ivNr/793VFm3flQSIIglEkSiiSoDAIJpLcIM4xiVgYzuJHcf5OTYJLm8S2ziva+LYie04\n7o5jjPN9bRODG2BUkBASklAXRRU11FbbtW2e3x+rFauts1UrsZ/r0mUzM8+ZM7Ozs/PMOfc5UJfR\nT+McD+fyrE7nVm8aLh9CPT5UNtZIJChSqUDR/KL744O93tSdjTvuAM6dA0pLffehqMg3vak7H9zh\nqihSpH6ennBVDMlxvIDFQoZQiGIfdKcT4btxJWhOo0wMJtzkdKyw15vakMk2Q6nMh8UyNEZeRYkS\nBbA+dA3XORjFj38MKBTA8ePh9+lKQ3FUAdkmWcCFI+gQtzUO/YcmVtXeaI9T/0nkciGLiUGDLnQ9\ncN1V6rWHwwH27AGee853+4WFodGb2khPBwYHgY6O0O0jHHiq1GvPeolkXOlOG3/XCM0ZzVi7ESVK\nWIim9QaJuro7IJdfiylTdo1aXl6ejZSUpyGXT/zSz1GiRCqLFgHvvQdkZjqv++AD4F//Ao4dC7tb\nVxS1P6lF3A1xmLLLdUn9YDKYN4gLj1zAijL3qX3jjbRTp/B/CxdiAY0H7yjO7Kqvx1USCX42dWrQ\nbev1QFyc9UUXl+t5W50OmDnT+kJs/nx69g0GQC63yhKEwsD9dcfNNwO33Wb9G69sPnMGe2bMwLVx\ncR63+6a/Hy9evIjjS5aEyTP/IYTg5PSTmHLXFMz631lh2280rTdKMIim9Y4hriKnQGCpvf7SOjSE\n2cXF0ZtKlCgABgasVTSXLnW9/s47gcZGq94qSmggFIHiuCJk/U0dEWeLMdQ8BEOnISz7CzUmikLL\n0BBmR3uc+s0aiQSFSmVIbFdVAWlp3iemgLWlzK9/DfhSkLOszGo/lBNTYGL0O63WarGIxolaI5Gg\nVKWCIdDms2HA0GaAsdMIdWloK05HiRIpTKjJaW9vL/7xj3+gt7c3IDu+5uWbzWoYDBfB56c5jfe3\npUwg2oD8wUE0FhejdSiwdOKJopGI+hAZPgyaTPjyyJGAbPjjR2EhsHIlEBPjejybDezdC/zpT6Hz\nIdjjx5sPmjMasOPZ4E5zfnoPxXEw2UzIrpah/2t6qb2Rfi6bhoYwncsFl+n+J/tKu6Z8tbFGLMYJ\nmpNTX31wldLrycaDDwKHDllfmtHxwd8WMr4eh+PkNJI/T1f0GI0wEoKpnNHtllyNF8fEII3PRwlN\n3elYfjeURUpI1kqQdzIPhPI/6BDVnEYZL0yYyen+/QeQnJyGPXv+guTkNOzffyBs+9ZoKiEQLAKT\nGeO0TiRaDpOpD0NDHn6Fgozt7XBJiPu6RYniC483N+O1MRA02fc3dcfu3dYHzDNnwuPTlYbimAKy\nzeGJmtqIu37i6E6jetPAmS8QoN9sxiWjMei26ehN7ZFKgfvuA15+md72hYW+F0Pyh6VLgeZma7bJ\neKRmWG9KV9e+XipFfoii6cFEWahE/M3xYAlZ0J/Xj7U7UaKEnAmhOe3t7UVychrY+mOYilloQAti\nYzegtbUBCQkJIfL0Mu3tr0Gna8DcuW+4XF9X91NIpVdh6tRfhNwXAMgoLUVqbCxmx8bipdTUsOwz\nShRPUIRgxsmT0FMUerKzEeMhAhRssrOtFXk3bvS83Z//DJw6BXz2WWj9IYTA2G0EN5FGDuAEofLa\nSkz9xVQkbAv9/diGsc+IU6mnkH0pGyze+G4X8WJbGy4Zjfjz7Nlj7cq4ZmtVFe5NTMT2ID8XLF8O\nvP46sGoV/THd3VbNaUMDMGmS++0IAaZMsVb4TUoK3FdvbNliTTu+4YbQ7yvYvNrejnM6HV6fO5fW\n9v/t68PfOzrw/eLFIfYsME4vO405r89B+yvtiLsxDlN+GnrdPhDVnEYJDles5rSlpQUcTgquRhze\nRDkeRCwEMbPR0tISlv2705va8De11x8GTSY06fX4eWIi7XSVKFFCTZlaDRGLhVk8HorCeF3q9UBl\npTWt1xu/+AWQm2t9WAwlimMKVG6pDO1OIgjKQEFVqII0RxrW/XLiORAsEkCZF/mREW9EI6fBIRS6\nU4MBqK8HfJ3fTJliLTz06quet2tstFb5DcfEFBjfutNqjYZWpV4bayUSFKtUMEWw7tSsNkN3TgfR\nMhFEWSKoS6IZcVEmPhNicpqSkgKjsQWzcBH70A05evFnza8wWTnZL3u+5uVrNOUQiS5PTh3Hy+XX\nQKH4ARRFP53IX21AsUqFFSIRLBUVKNdoYA7gphsJepOoDxPDh4N9fbgpPh4Lz5/Hof7AUi198aOk\nBFi4ELB/XnE3XigEHnoIeP754PrgiKpQhaL6IlCGwB6Ixss1pSpWgZ/OB1vGDokfnsbTbSkT6efS\nW4/TcPgQjvGhtrFGIqGlO/XFh9paIDUVcKxVRcfGb38LvPUW4Mol23h/9aZ0fXDEfnIa6Z+nI+6K\nIbkbL2ezMZPHQ7nGe4uWsfpuqEvUEC4RgslloiqmKqCiSFHNaZTxwoSYnCYkJODdd9/AbEYdOrh/\nx8uxN0D0oBgX77iIlmdbQJlD91bMYtFDr78AgWCB2204nATw+XOhVBaFzA8bhSoV1kgkEMbEYBqH\ng/oQ9nWLEoUuB/v7cVN8PFaJxQFPTn3BXX9Tdzz0EPDVV1bdVahQnlQCFKA7e2V8NxXHwlel1xGb\n7nS8p6ZFI6fBIVMkQo1WC53FEjSbvupN7Zk5E7j2WuDNN91vEy69qY2VK63Vh7Xa8O0zGFCEoFar\nxQIfvyfrpdKI7neqLFRCskYCAIidFwtNlQaUMXIjveGEyWSiqalp1LKnn34au3ZZWzrm5eWBxWJB\nLBZDIpEgPT0dH3zwAQCgtbUVTCYTYrEYYrEYM2fOxL59+0bZmjlzJn744YeRf3d3d+PnP/85pk2b\nBrFYjNmzZ+Oee+7BuXPnRtmkHIJCu3fvxh/+8AecOHECIpEIYrEYQqFwZP+2Ze3t7cjJyUFsbOyo\n5adOnXI63qeffhocDgdisRgymQyrV69GgV3Kg/2xu7IV8RBCIurP6pLvUGaK5PJzyanjp0hPTw8h\nhBD9RT05s/kMKVtVRrTntH7Z9YZSeYqUli71ul1T0/+QCxf2hsQHezZWVJBDfX2EEEJ21tWRdzo7\nQ77PKFE80ajTkUknThAzRRELRZHJJ06QCzpdWPZ99dWEfPmlb2Mef5yQ++8PjT+UhSIF0gJSvr6c\ndP+7OzQ7iTDKVpeRgaMDY7JviqJIUVIR0dRqxmT/waDXYCDSggJCUdRYuzIhyDp9muQqFEGzd//9\nhPz1r/6Pr64mZMoUQtzdEhcuJKS01H/7/rB6NSHHjoV3n4HSqNORGUVFPo/7fz095EeVlSHwKDic\nueYM6f2yd+TfJQtLiOq0Kiz79vd5PFwwmUzS2Ng4atlTTz1Fdu7cSQghJDc3l8yYMWNk3Zdffkli\nYmJIfX09aWlpIUwmc+S+evr0aSIQCMjXX389sn1KSgo5NvxF6O/vJzNnziQ//elPSXNzMyGEEKVS\nST744APy97//nRBCRmxaLJZRPt19993k97///ahljvu3kZOTQ9577z2vx2t/nBaLhTz55JNk0qRJ\nI9s6HvtY4u46Gl7uci44ISKnAKBv1IM7mYusnKyRIki86TxkfJeBSXdMQkV2BTrf6gz6G3RvelMb\n4eh3aqYolKjVWC0WAwCyRKKo7jTKmHOwrw83xMWBxWCAyWBga1wcDochemo2W3uX+hp1+M1vgAMH\ngM7O4Puka9AhJi4Gsg0yaGvGWWjCD8wqM7TVWoizxWOyfwaDQTu1N1Jp0OkwLzaWdgXSKJ4Jtu60\nvNxaEMlfFi4EMjOB9993Xjc4CLS0+K5nDZTxqDutHq7U6ytXDV8PlgjMriAUgapYNer+KcoUQVUa\nfa4D4PPz/E033QSZTIa6ujonG8uXL8eCBQtQW1vrcuxf/vIXSCQS/Otf/0JKSgoAQCwW46677sKD\nDz7o3wHA9TG4Oy53y5lMJu6880709fWhr6/Pb18iiQkzOdVUaSBYJHDKqWcwGZj+0HQsyV+Czrc7\nUX19NQxdnhuz+5KX76g3dTdeJMqCwXARBgO9J15/tAGVWi2SuFzI2Wzk5uYiUywOqJ1MJOhNoj6M\nfx9selObjevj4gJK7aXrR1UVMG0aMLxr2uMTEoBdu6zVewP1wRHVSRUkqyU4gzMBT07HwzU1mD8I\nUZYIrFj31XJDfRx0WspE8rk8q9d71ZuG2odwjQ+HjbU0Jqd0fTCZgJoa15NHX47jiSeAl16y2rMf\nX1wMrFhh7cXsD/6eS9vkdDx8njY8FUPyNH4Sh4OpXC4qvehOx+K7oa3VgjOJA04CZ8RGIEWRrmTN\nKSEEX3zxBZRKJTIyMkYtB4Di4mLU1dUhMzPT5fhjx45h27ZttPcVToxGIz788EOkpqYi3vGBZ5zi\n3JhznKKt1kKYIUQ/XD+ECNIFWHZyGVr3teL00tOY+/pcJPw48HLyanU5pky5x+t2TGYMZLItGBj4\nDomJuwPerysKlUqskUhG/r1YIMA5nQ56iwWxrPHdSiHK+KTfZEKFRoPNssuaw80yGXY1NEBtNkMU\nE7pb0IkTvulN7dmzB8jIAB5/3HlyGwjKk0qIV4vBE/Kg/WjiR04VR8Pf39QR6QYp6m6rg2nABLbc\nz6f8MSSqNw0uayQS3Hv2LChCwAwwGt3QAMyYAYhEgfm0ahWQkgJ8+imwc+fl5eHWm9pYswa4/XZr\n9sl4oVqrxY1+3qxtutNlgX6QQUZVpBrRm9oQZ4rR+XoI0nr8hBGkCS/JyQmKHUc6Ojogl8vBZDKR\nlJSEjz/+GLNnz0ZraysIIUhISMDQ0BAMBgNefPFFrF+/3qWdvr4+TJlyuYXPV199hV27dsFisSA7\nOxvffmvtyGGzOXJchECv1+N3v/sdbZ9//etfY8+ePSCEIDU1FadPn3a53YEDB3Do0CGoVCrIZDIU\nFY2ua2M7dpsfDAYDHR0diHWs3haJuMv3Has/+JnjXr2tmlw6cInWtoMnB0nx7GJSt6uOmAZNfu2P\nEEIsFgPJy4slZjM9PWtn53ukpuYnfu/PGztqasj7DhrTFadPk8LBwZDtM8qVgcVCyFtv+T7uw64u\ncnN1tdPyq8+cIf83rA0PFbfcQshHH/k//uc/J+TJJ4PnDyGEnJp/iqjKVcRispC82Dxi1piDu4MI\no2RhCVGeUo61G6TqhirS/cn41PjeUFVFPg/xd+VKI/XkSVKtVgds5/33CbnjjsD9IYSQ774jZP58\n673WxsaNhBw+HBz7vpKRQUhx8djs2x/ST50ilX5+pp90d5ObqqqC7FHg1O2sIx3/7Bi1zGKwkDx+\nHjGp/H92pYu/z+PhIiYmhjQ0NIxa9uSTT5J77rmHEOJZd2mv+aQoirzyyitk+vTpRKW6rOe115yu\nXLmSPPXUU0523nnnHbJhwwYnm/Z40pw66lNzcnLIu+++69JnBoPhUnPa399PcnJyyEMPPTSybVRz\nGiFoqjQQZNDTG0hWSbDizAqw+CyULi6FIlfh1z612jrweDPBYtF7q21tKXMUFBWa15G2Sr32RHWn\nUYLBmTPWPqC+6jAP9vXhprg4p+WBpvZ6gxDfK/U6sncv8I9/uG7z4A+mQRMMFw0QLBKAGcMEfx4f\n2rqJGz01dBtgaDdAtHzsoxHjWXcajZwGnzUSCQqD8LsYSKVeR7ZsAXg8a7VwwBq1LC0FVq8Ojn1f\nGU+6UwNFoXloyO/vyXqpFAVKJagI050qi5ROkVMmhwlhhhCacu/tbyY6SUlJaGlpGbWsubkZycnJ\ntG2Q4Yjiww8/jJSUFLzyyisut9u0aRO+/PJL2jbDiVwux1tvvYV//vOfaA5lq4EwMiEmp2aNGcZO\nI2Jnx9LOqWcJWJj75lzMfWMu6u+sx4U9F2AZspaXp2vDld7U03gudyq43CSo1d5LOfuqDWgbGoKB\nojB7OFxvG58VgO40EvQmUR8iw4cjRwAgFyUl9McMWSw4qlDgervJqc0HW1Ekfx4G6BxHY6NVp+Xq\nN4rueZg1C7juOuD11/23YY/6lBqi5SIwY5jIzc2FYKEgIN1ppF9Tgz8MQpojBYPlOXUyHMch3yrH\nwLcDbtuKReq5NFIU2oaGkEojDWus7xGR4gMdG96KItH1wdPk1NfjYDCsMoLnnrO+XHvvvVzMmAHI\nAsiKD+RcXnUV8MUX/o8Phg90bTTodJjF44HLdP1I62381OFaHbUe+ueE+7thvGSEecAMftrlCbfN\nhr9FkSaa5nTHjh149tln0dHRAUIIjh49ikOHDuGWW26hNd5xEvnYY4/htddeg16vd9r2kUcegUKh\nwM6dO0fauajVapw5c8ajTV/2Hwhz587FjTfeiBdffDEk9sPNhJic6mp14KfxwYzx/XDifhSHFZUr\nMNQyhPLMcqjP0J/I0a3Ua49cfi0GBr711U2vFA3rTR0rOo7nyKmmWgPV6fHp+0Tj6FFg9mz4NDk9\nNjiIxUIh4jkcp3WzYmMRz2bjdAAFuzxRUACsXWt94AuExx8HXn01OD3/bHpTG4FOTiMdxTEFpJuk\nY+0GAGvldl4SD6ri8XU/adTrMcPDQ3cU/6BTFMkbFgtQWQksXRokpwBs22at0JubC9TWjo3e1Ma6\nddaicuNBd+qpGBJd1kskEdXvVFlk/b1gMJ1/xAIpijSR+MMf/oDs7GysXbsWcrkcjz32GD755BPM\nnz+f1njH5+WtW7ciMTERb7/9ttP6uLg4FBcXg8fjYe3atRCLxVi2bBk0Gg3etGtU7KqqurtK675s\n620dAOzZswcfffQRenp6AABdXV1OfU6/+OILjzYiBUakzawZDAbx1afOdzqhPKFE+gfpfu+XEIJL\nH1/Chd9cwNK8pRAs8H6jKy/PxqxZz0EqdS2gdsXgYB4aG/dg+fJSv311xUPnzyOJy8Vvk5JGLacI\ngezECTStWoU4f0v+jRFnf3EW+vN6LPlhyVi7Mq5pHRrC/efO4fZJk7DLTtBPF70emDQJePtt4J13\nrBNVOvz87FnM4/Px6IwZLtfvbWwEl8nEMzNn+uyTN+65x1rl8pe/DNzWLbdYJ7oPPxyYncprKjHt\nV9MQf4O1aEffoT50/K0Di78Lc5+IMEAIQXFKMTK+zYAgPbCHxmDR/PtmUCYKqc+njrUrtPmytxfv\ndnfjq0WLxtqVCQVFCOILC1GbmYlELtcvG/X1wA03ABcuBNe3998H9u8H4uKAa64B7r47uPZ9Yfly\n4OWXgQ0bxs4HOuxtbIQ4JgZP+pDO6chH3d041N+PzxYsCKJn/nNhzwWwZWwkP+l8TLqzOlRdW4VV\nzatC6gODwRjX0bcokYG762h4ucsZ94R4Haut1kK4SBiQDQaDgSk7p2DyTyej76D3PkGEWKDRVEEo\n9G3iJBavhk53HkZjj7+uusSxUq8NJoOB5SIRSsdZ9JQQgoFvBqAqVoEyuk7Fi+IZQgg+7u7GirIy\nTGaz8WJbm18/NIWF1sq1mzZZNVAUjY+DIgRf9fe71JvaCKXuNJBKvY48+aS1zYPBcwcqjxCKQHVK\nBfGqKyNyqm/Ug5jJqJS0sUa+VT7udKe2HqdRgguTwUC2WBxQ9DSYelN77rzTWgX4q6/GNnIKANu3\nA+Mh0OJvj1N7bBV7I2UypipSue0PHTsnFiaFCcYeY5i9ihIlPEyMyWmVFoJF1htToDn18mvl+P7T\n771up9OdBZebiJgY5wmhJx+YTA5ksg0YGPC8D1+OQ20246xOh+V2ZdDtx2eJRCj1I31yLPVDunod\nwADqp9ZDfTqw9JWJoKPydfyAyYQddXX437Y2fJ+RgffT0qAqK8MJPx7Gjh4FNm8GamtzERcHnD3r\nfUyJSgV5TAxmOxSosD+O1WIxWoeG0OHjrM/buejuBnp7AXcvwH09l0uXWvsYfvCB/za0dVpwEkb3\nq+Ml8WBRWWBSmLyMdk0kX9eDxwYh2yTzmoYUDD/ojhdnimHqMUHf4qwnitRzSbfHaSh9COf4cNrw\nVBSJznhvk1N/j4PDAR59FIiJycXs2X6ZCNgHG9On5+KLL6wa2LHygY6Naq0WCz1MTun4kMzjIZbJ\nxFmdzm8bnvBlvGXIAk2lBuKs0ZNTmw0GkwFxphjqUt+ejSaa5jTKxGXcT04JIdBU06/U6w3pein0\nF/QwDXp+YPRHb2pDLr8uqLrTErUaS4VCt7qkQIoijRUD3w5Afp0cgiUCDOZHjg5kPHBkYACLT5/G\nVA4HZcuXY6lIBAaDgRvj4/GGr+V2YS2GtGWL9f9XrqSnOz3Y34+bvPSci2Eyca1cjsNBjp6eOGGN\nOARTpvc//wO88IL/+ivVSdUovSlgfcDgL+BDWzvxoqeKY2Pf39QRBosB+Y/kGDg8MNau0CZaqTd0\neCuK5I2ystBETgHg/vut95tANfOBkpwMCASAmzaLEcGgyYRBsxkpPF7AttZJpcgPVnn2ANCUacBP\n54MlcN+f3t+iSFGijAfGvebU0GnA6cWnkd2TTestPR2qrqtC4n2JSPhxgtttLlx4BBzOZCQl7fXZ\n/tBQK8rKViA7+xIYjMCfoJ9paYHGYsGLqa61VO1DQ1heVobu7OCdo1BTuaUSUx+cClBA1ztdyPg6\nY6xdinj0Fgsea2rC5319eG/ePGwZbr5sY9BkwsxTp9CQlYXJLooUuaKvD0hNtf6XzQZeeQU4fx54\n4w3P49JLSvBBWhpWil2nJdnYf+kS9vf04L9B1NQ9/DCQmGhtBRNMNmywall37vR9bMM9DRBlijDt\ngWmjl9/XANEKEabdP83NyPEHoQgKJxUiszIT3Gn+6flCRc9/etD9Xjcyvgne/cTQbYD+vB7Sq4Jb\n/IkQgrjCQpzNykICze9rFProLRbEFxaiZ80aCFjuJwGuoChrFd3GRsDLO7hxzxNPWCOnzz0XNxc1\nJwAAIABJREFU/n0TilhfVF8rd1kYCABODA5iT2MjipcvD3h/73Z14QeFAv+mWVAnVLS92AZDhwFz\nXp3jdpveL3vR9c/QPhtFNadRgsEVqTnVVmshyBAEddIlv9badsATgUROebxksNkJUKvL/BrviDu9\nqY1pXC5YDAbaAhHNhRGL1gJVsQqyjTJIrpJAWagEsURvkJ4oV6utLyCMRlSuWOE0MQUAKZuNH8fH\n472uLtp2f/jBWrXRVkuLTuT0nE4HpdmMTJH3/pbXyOXIHRyE3mKh7ZM3bJV6g82TTwL/+7/ApUu9\nKC0tRW9vL+2xriKnwMTUnWoqNWDHsyNuYgoA8qvlUJ5QwqINzvWmrdeifFU5zt5HI9fdR3pN1uyd\n+HFWyG68EMtiIUMo9KuafVMTIJVO/IkpYK0g/PnngaX2+oNZY0btj2tRvbXaY5Xtaq0Wi4SB1Ryx\nYavYO9YTMmWREpJs9890gFWmoCpRjbmvUaKEgnE/OdVUa0b0pkBwcuprZDUY+HbA7ZeeEAoaTQWE\nQtc15Gn13ZNfh4GBb9yup3scFkJQrFIhW+xamwBY307401JmrPRDg7mDEK0QIUYcg6LaInCncaGp\n9L/h9ETQUbkbbyEEz7W24tqqKjyZnIxP58+H3M3DbG5uLh6YNg1vdXbCQvMHzaY3tY1fuhSoqwOG\nhtyPOdjXhxvi4sB08cLI8TjkbDaWCoU47kMJf0/nUqWyamJXrPBvvCc2bQJMpn4kJf0WGzbcieTk\nNOzff8DrONOACYYOAwQLne9TgUxOI/W69jWlN5zHESOJgShLBMUxRcA+DBYM4kzOGaT8MQWnLp6C\nqd8/7bA7H87qdEjj82m/eI3k+1Sk2ljjpiiSt/F0iiFNhHOZm5uLFSsAnc5anThcPuib9ajIrkBM\nXAxm7J2BQ68ecrstnWJIdH1IjY0FAdDs4gcuXJ8nIcRaDGmN88tMexvcaVwwuUwMtXj4MfbThyhR\nxppxPznVVgVeqdcR7gwuGDEMt1owvb4JMTFScDj+vzYNVr/TWq0Wkzkcr2lfmeNId9r/TT/k116O\n/EnWSca17rRFr0ePMfhV9Zr1eqyvqMD3CgVOL1+OOydP9vogu1wkwiQOB9/Q1HnaT04BIDYWSEsD\nKircjznY1+dVb2pPMKv2FhdbHxr97A7hkb6+Xly8+BCMxjeh1f4Tev1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OQ36tNbXXBp3I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g4dCv13MaBrCUmSMGDAADRs2BBbtmx55/M8ewZ88gng5gbs3Fmx4alUAufOAT//LOHBgwwM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\nEZFl9/8BO/SVvrzd7uQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x960b5410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#visualize untrained network performance (which is mostly random)\n",
"display_sessions(with_plots=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training loop"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from agentnet.utils.persistence import save,load\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from agentnet.display import Metrics\n",
"score_log = Metrics()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#starting epoch\n",
"epoch_counter = 1\n",
"#moving average estimation\n",
"alpha = 0.1\n",
"ma_reward_current = 0.\n",
"ma_reward_greedy = 0."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"n_epochs = 10000\n",
"batch_size= 10\n",
"\n",
"for i in range(n_epochs): \n",
" \n",
" \n",
" #train\n",
" update_pool(env,pool,replay_seq_len)\n",
" resolver.rng.seed(i) \n",
" loss,avg_reward = train_fun()\n",
" \n",
" \n",
" ##update resolver's epsilon (chance of random action instead of optimal one)\n",
" if epoch_counter%1 ==0:\n",
" current_epsilon = 0.05 + 0.45*np.exp(-epoch_counter/2500.)\n",
" epsilon.set_value(np.float32(current_epsilon))\n",
" \n",
" \n",
" \n",
" ##record current learning progress and show learning curves\n",
" if epoch_counter%10 ==0:\n",
"\n",
" ##update learning curves\n",
" full_loss, q_loss, l2_penalty, avg_reward_current = evaluation_fun()\n",
" ma_reward_current = (1-alpha)*ma_reward_current + alpha*avg_reward_current\n",
" score_log[\"expected e-greedy reward\"][epoch_counter] = ma_reward_current\n",
" \n",
" \n",
" \n",
" #greedy train\n",
" epsilon.set_value(0)\n",
" update_pool(env,pool,replay_seq_len)\n",
"\n",
" avg_reward_greedy = evaluation_fun()[-1]\n",
" ma_reward_greedy = (1-alpha)*ma_reward_greedy + alpha*avg_reward_greedy\n",
" score_log[\"expected greedy reward\"][epoch_counter] = ma_reward_greedy\n",
" \n",
" \n",
" #back to epsilon-greedy\n",
" epsilon.set_value(np.float32(current_epsilon))\n",
" update_pool(env,pool,replay_seq_len)\n",
"\n",
" print(\"epoch %i,loss %.5f, epsilon %.5f, rewards: ( e-greedy %.5f, greedy %.5f) \"%(\n",
" epoch_counter,full_loss,current_epsilon,ma_reward_current,ma_reward_greedy))\n",
" print(\"rec %.3f reg %.3f\"%(q_loss,l2_penalty))\n",
"\n",
" if epoch_counter %500 ==0:\n",
" print(\"Learning curves:\")\n",
" score_log.plot()\n",
"\n",
"\n",
" print(\"Random session examples\")\n",
" display_sessions(with_plots=False)\n",
" \n",
" #save snapshot\n",
" if epoch_counter %1000 ==0:\n",
" snap_name = \"{}.epoch{}.pcl\".format(os.path.join(snapshot_path,experiment_setup_name), epoch_counter)\n",
" save(resolver,snap_name)\n",
" print(\"saved\", snap_name)\n",
"\n",
" \n",
" \n",
" epoch_counter +=1\n",
"\n",
" \n",
"# Time to drink some coffee!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluating results\n",
" * Here we plot learning curves and sample testimonials\n",
" * we took epoch 7k for final submission\n",
" * done via `load(resolver,\"./agentnet_snapshots/{your experiment_setup_name}.epoch7000.pcl\")`"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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72Wc61HXfvjr0hQhUqWKJmBnOgSsHqFKsCvlz50/2NfGNZYmCJfjzlT+pX7o+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\nOn3PvbfOCh5//HHnP0aA48eP88c//pFz586xbt0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"text/plain": [
"<matplotlib.figure.Figure at 0xa6901cd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"score_log.plot(\"final\")"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Random session examples\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x9565ca90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | NOOP(qv = 0.00153962837067) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | RIGHTFIRE(qv = 0.00164832780138) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | NOOP(qv = 0.00153962837067) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | reached max session length\n"
]
},
{
"data": {
"image/png": 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8Uw899JD++te/qmPHjurWrZtuvPFG/eQnP1F0dHSj60ijoqJ8ueaUwSkAAAAA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\nAIDU/X8y7gUqQ2s5VgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x95281f10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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DR2oTyhzOCNWVVrrEqdNzUcq+Vmd1VRMOR5SOzhrCYftqyLLSVrzeAL19ZQwOTmzu7XRQ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\nimjxaDQposWj0aSIFo9GkyJaPBpNivx/oSlL3EqB6zUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x95281f90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" LEFT(qv = 0.100708685815) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWN(qv = 0.0926055535674) -> 200.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | NOOP(qv = 0.00153962837067) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNFIRE(qv = 0.01002826076) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFT(qv = 0.0986726433039) -> 0.0 | reached max session length\n"
]
},
{
"data": {
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ggQf0pz/9SW3atFGnTp10/fXX6wc/+IHi4uLqXUcaExPjyzWnDE4BAAAAuLw+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\nAJB1/x8eTltB4oDZ5AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xac1511d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0xac151250>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"session # 0\n",
" DOWNRIGHT(qv = 0.1106165573) -> 0.0 | DOWNFIRE(qv = 0.01002826076) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | UPRIGHTFIRE(qv = 0.00140939070843) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHTFIRE(qv = 0.00164697330911) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWN(qv = 0.0926055535674) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | LEFT(qv = 0.0741848647594) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | LEFTFIRE(qv = 0.0329874530435) -> 0.0 | UPLEFTFIRE(qv = 0.154718890786) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | DOWNFIRE(qv = 0.01002826076) -> 0.0 | DOWNRIGHT(qv = 0.0987027138472) -> 0.0 | RIGHT(qv = 0.0962132662535) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | DOWNLEFTFIRE(qv = 0.335498094559) -> 0.0 | reached max session length\n"
]
},
{
"data": {
"image/png": 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H0zujtbIR4jjO5ZJm6eBgt8AYM72B8y6RtEbSKGPM32zcGwAAAACSkpK0ffv2eo85jqPZ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xaf627210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Random session examples\")\n",
"display_sessions(with_plots=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Submission"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"epsilon.set_value(0)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2016-05-27 12:24:15,927] VideoRecorder encoder exited with status 1\n",
"[2016-05-27 12:24:15,934] Finished writing results. You can upload them to the scoreboard via gym.upload('/tmp/AgentNet-simplenet-kungfu-v0-Recording0')\n",
"[2016-05-27 12:24:15,935] VideoRecorder encoder exited with status 1\n",
"[2016-05-27 12:24:15,936] Finished writing results. You can upload them to the scoreboard via gym.upload('/tmp/AgentNet-simplenet-kungfu-v0-Recording0')\n",
"[2016-05-27 12:24:15,937] VideoRecorder encoder exited with status 1\n",
"[2016-05-27 12:24:15,942] Finished writing results. You can upload them to the scoreboard via gym.upload('/tmp/AgentNet-simplenet-kungfu-v0-Recording0')\n"
]
},
{
"data": {
"text/plain": [
"[None, None, None]"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[m.close() for m in gym.monitoring._open_monitors()]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2016-05-27 12:27:22,162] Making new env: KungFuMaster-v0\n",
"[2016-05-27 12:27:22,198] Clearing 3 monitor files from previous run (because force=True was provided)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Episode finished after 2056 timesteps\n",
"Episode finished after 2771 timesteps\n",
"Episode finished after 2954 timesteps\n",
"Episode finished after 2123 timesteps\n",
"Episode finished after 2273 timesteps\n",
"Episode finished after 3279 timesteps\n",
"Episode finished after 2754 timesteps\n",
"Episode finished after 3959 timesteps\n",
"Episode finished after 2869 timesteps\n"
]
}
],
"source": [
"\n",
"save_path = '/tmp/AgentNet-simplenet-kungfu-v0-Recording0'\n",
"\n",
"subm_env = gym.make(GAME_TITLE)\n",
"\n",
"#starting monitor. This setup does not write videos\n",
"subm_env.monitor.start(save_path,lambda i: False,force=True)\n",
"\n",
"#this setup does\n",
"#subm_env.monitor.start(save_path,force=True)\n",
"\n",
"\n",
"for i_episode in xrange(200):\n",
" \n",
" #initial observation\n",
" observation = subm_env.reset()\n",
" #initial memory\n",
" prev_memories = [np.zeros((1,)+tuple(mem.output_shape[1:]),dtype=floatX) \n",
" for mem in agent.state_variables]\n",
" \n",
" \n",
" t = 0\n",
" while True:\n",
"\n",
" action,new_memories = step([observation],prev_memories)\n",
" observation, reward, done, info = subm_env.step(action[0])\n",
" \n",
" prev_memories = new_memories\n",
" if done:\n",
" print(\"Episode finished after {} timesteps\".format(t+1))\n",
" break\n",
" t+=1\n",
"\n",
"subm_env.monitor.close()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2016-05-27 12:24:30,211] [KungFuMaster-v0] Uploading 101 episodes of training data\n",
"/home/jheuristic/thenv/local/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/home/jheuristic/thenv/local/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"[2016-05-27 12:24:32,515] [KungFuMaster-v0] Creating evaluation object from ./AgentNet-simplenet-kungfu-v0-recording0 with learning curve\n",
"[2016-05-27 12:24:33,009] \n",
"****************************************************\n",
"You successfully uploaded your evaluation on KungFuMaster-v0 to\n",
"OpenAI Gym! You can find it at:\n",
"\n",
" https://gym.openai.com/evaluations/eval_HynxPgkQTJiIIcl3nP19Q\n",
"\n",
"****************************************************\n"
]
},
{
"data": {
"text/plain": [
"<Evaluation evaluation id=eval_HynxPgkQTJiIIcl3nP19Q at 0x94519ba0> JSON: {\n",
" \"created\": 1464351872, \n",
" \"env\": \"KungFuMaster-v0\", \n",
" \"id\": \"eval_HynxPgkQTJiIIcl3nP19Q\", \n",
" \"object\": \"evaluation\"\n",
"}"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"gym.upload(save_path,\n",
" \n",
" #this notebook\n",
" writeup=<url to my gist>, \n",
" \n",
" #your api key\n",
" api_key=<my_own_api_key>)\n"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"save(resolver,\"snap.kungfu.2.5kepochs.pcl\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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