Skip to content

Instantly share code, notes, and snippets.

@pat-coady
Last active August 17, 2017 18:39
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save pat-coady/71c82977e7108849514923101545dfc5 to your computer and use it in GitHub Desktop.
Save pat-coady/71c82977e7108849514923101545dfc5 to your computer and use it in GitHub Desktop.
OpenAI Gym HalfCheetah
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proximal Policy Optimization: HalfCheetah-v1\n",
"\n",
"By Patrick Coady: [Learning Artificial Intelligence](https://learningai.io/)\n",
"\n",
"## Summary\n",
"\n",
"The same learning algorithm was used to train agents for each of the ten OpenAI Gym MuJoCo continuous control environments. The only difference between evaluations was the number of episodes used for training, otherwise all options were the same. The code is available in the [GitHub repository](https://github.com/pat-coady/trpo/tree/aigym_evaluation). The exact code used to generate the submissions is in the **`aigym_evaluation`** branch.\n",
"\n",
"The README.md file in the GitHub repository provides additional details on the algorithm and usage instructions. Also, the code was written to be understandable and easily modifiable. \n",
"\n",
"Here are the key points:\n",
"\n",
"* Proximal Policy Optimization (similar to TRPO, but uses gradient descent with KL loss terms) \\[1\\] \\[2\\]\n",
"* Value function approximated with 3 hidden-layer NN (tanh activations):\n",
" * hid1 size = obs_dim x 10\n",
" * hid2 size = geometric mean of hid1 and hid3 sizes\n",
" * hid3 size = 5\n",
"* Policy is a multi-variate Gaussian parameterized by a 3 hidden-layer NN (tanh activations):\n",
" * hid1 size = obs_dim x 10\n",
" * hid2 size = geometric mean of hid1 and hid3 sizes\n",
" * hid3 size = action_dim x 10\n",
" * Diagonal covariance matrix variables are separate from the NN\n",
"* Generalized Advantage Estimation (gamma = 0.995, lambda = 0.98) \\[3\\] \\[4\\]\n",
"* ADAM optimizer used for both neural networks\n",
"* Policy is evaluated for **5** episodes, and then updated\n",
"* Value function is trained on current batch + previous batch\n",
"* Policy and Value NNs built with TensorFlow\n",
"\n",
"**Below you will find various training curves for this environment.**\n",
"\n",
"### References\n",
"\n",
"1. [Trust Region Policy Optimization](https://arxiv.org/pdf/1502.05477.pdf) (Schulman et al., 2016)\n",
"2. [Emergence of Locomotion Behaviours in Rich Environments](https://arxiv.org/pdf/1707.02286.pdf) (Heess et al., 2017)\n",
"3. [High-Dimensional Continuous Control Using Generalized Advantage Estimation](https://arxiv.org/pdf/1506.02438.pdf) (Schulman et al., 2016)\n",
"4. [GitHub Repository with several helpful implementation ideas](https://github.com/joschu/modular_rl) (Schulman)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# ENTER LIST OF LOG FILENAMES HERE:\n",
"filepaths = ['../src/log-files/HalfCheetah-v1/Jul-26_23:12:02/log.csv']"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from plotting import df_plot\n",
"%matplotlib inline\n",
"plt.rcParams[\"figure.figsize\"] = (10,5)\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Jul-26_23:12:02: Maximum 100 Episode Average = 5.47e+03 around Episode 2970\n"
]
}
],
"source": [
"dataframes = []\n",
"names = []\n",
"for filepath in filepaths:\n",
" names.append(filepath.split('/')[-2])\n",
" dataframes.append(pd.read_csv(filepath))\n",
"data = list(zip(dataframes, names))\n",
"for df, name in data:\n",
" ma = np.convolve(df['_MeanReward'], np.ones((5,))/5, mode='valid')\n",
" print('{}: Maximum 100 Episode Average = {:.3g} around Episode {}'\n",
" .format(name, np.max(ma), np.argmax(ma)*5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Curves"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAFOCAYAAAACfvDeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d869e80>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAFOCAYAAADD+bpyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d5b82b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/x9IXjWmFomIsQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d8647b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Mean Reward, D_KL(pi_old || pi_new), and Value Function Explained Variance\n",
"df_plot(data, '_Episode', ['_MeanReward'])\n",
"df_plot(data, '_Episode', ['KL'], ylim=(0,0.2))\n",
"df_plot(data, '_Episode', ['ExplainedVarOld'], ylim=(0,1))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFOCAYAAAC43Xi+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkfgCAEgkvgAAEokvAIBEH37Q8/Q0O8/KAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d8699b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Policy Entropy\n",
"df_plot(data, '_Episode', ['PolicyEntropy'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAFOCAYAAADD+bpyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRCbC4IyIiIjIRP4/BOGg96rfUWMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d403470>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFJCAYAAACl2EgGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\natdlAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d403668>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VFXCP/DvmfQyKZMESKEmBCE0CaxKEcHCYnsRNb7s\nrq7K6q4vKqira1kLr+xrZdW14AuLsoq/1aDCu2JBV0QEBGlBCCUEQktInZRpKTP3/P44ZCAkIYXJ\nSQjfz/PwkJm5c++ZM3fu/d5zzz1XSCkliIiIiEgbU2cXgIiIiOh8wwBGREREpBkDGBEREZFmDGBE\nREREmjGAEREREWnGAEZERESkmX9rJsrKysKSJUsgpcSkSZMwbdq0Bq+vWbMGS5cuRUxMDABgypQp\nmDx5su9LS0RERNQNtNgCZhgGFi9ejCeeeALz58/H+vXrkZ+f32i6sWPH4oUXXsALL7zQ6vCVnZ3d\n9hLTWWGd68c61491rh/rXD/WuX6+rPMWA1hubi7i4+MRFxcHf39/jBs3Dps3b/bJwrny6Mc61491\nrh/rXD/WuX6sc/18WectnoK0Wq3eU4sAYLFYkJub22i6TZs2Yc+ePYiPj8dvf/vbBu8hIiIiopNa\n1QesJaNHj8b48ePh7++Pf//733jzzTfx1FNP+WLWRERERN2OaOlekDk5OVi2bBmeeOIJAMCKFSsA\noFFH/HqGYeDOO+/EkiVLGr2WnZ3doPkuIyOjveUmIiIi0i4zM9P7d1paGtLS0to1nxZbwFJSUlBY\nWIiSkhJER0dj/fr1mD17doNpKioqEBUVBQDYsmULkpKSmpxXUwUtKChoV8GpfcxmM2w2W2cX47zC\nOtePda4f61w/1rl+CQkJPms8ajGAmUwmzJw5E/PmzYOUEpMnT0ZSUhIyMzORnJyM9PR0fPHFF9i6\ndSv8/PwQHh6O//qv//JJ4YiIiIi6oxZPQXY0toDpxSMm/Vjn+rHO9WOd68c61y8hIcFn8+JI+ERE\nRESaMYARERERaeaTYSiIiIi6qvDwcAghOrsYPufn5wez2dzZxeiWpJSw2+0dugwGMCIi6taEEOwr\nRW2iI9jyFCQRERGRZgxgRERERJoxgBERERFpxgBGREREXVpSUhIOHz7c4nSZmZm44YYbNJTo7DGA\nERERdZLa2lr88Y9/xEUXXYQLLrgAU6ZMwXfffed9ff/+/bj66qu9t/KbMWMG9u/f3+z8NmzYgJtv\nvhmDBw/GJZdc0uC1srIyzJo1C+np6RgyZAhuuOEGbN++/YzlW758OS666CKkpqbid7/7HSorK1tV\n7rZoTbhqy1Ws58oVrwxgREREncTj8SAxMRGffvop9u7di4cffhh/+MMfkJ+fDwDo1asXFi1ahOzs\nbOzatQtXXnkl7rnnnmbnFxoaihkzZuDJJ59s9JrD4cDIkSOxatUqZGdn46abbsJtt90Gl8vV5Lz2\n7duHRx99FG+88QZ27NiB4OBgPPbYY60qd1u0JjB18k17OgQDGBERUScJCQnBAw88gMTERADAFVdc\ngd69e+Pnn38GoIZDqH/N4/HAZDKdsbVo5MiRmD59Onr37t3otT59+uCuu+5CbGwshBD49a9/jbq6\nOhw4cKDJeS1fvhxXXXUVxowZg5CQEDz88MP48ssv4XQ6Wyz36Q4dOoSbbroJgwcPxvDhw733jL7x\nxhshpcQVV1yBQYMG4bPPPgMALFiwAKNGjUJ6ejo++uijBiHNZrPh/vvvx/Dhw3HxxRfjtddea7As\nwzDw5z//GYMHD8Zll12GdevWeV/76KOPMHbsWAwaNAhjx47FihUrmq3LjsZxwIiIiLqIkpIS5OXl\nITU1tcHzQ4YMgdPphGEYePjhh73Pr1ixAm+++Sa++eabNi9r165dqKurQ79+/QAA+fn5uOqqq/DN\nN98gISEBOTk5GDNmjHf6vn37IiAgAAcPHsTQoUNbVe56L730EiZOnIiPP/4YtbW12LFjBwDgk08+\nQVJSEr799lv06dMHAPDdd99h4cKFyMzMRFJSUoPPCwBPPPEEHA4HNm3ahLKyMsyYMQO9evXCLbfc\nAgDYvn07rrvuOuzatQuff/457rrrLmzcuBGBgYF4+umn8eWXX6J///4oKSlBRUVFm+vNVxjAiIjo\nvOe563qfzMdv0b/a/V6324377rsPGRkZSE5ObvDa7t274XK5sGzZMm+rEwBMmzYN06ZNa/OybDYb\n5syZg4ceegjh4eEAgMTERGRnZ3uncTgcjQYkNZvNjUaIP1O56/n7++PYsWM4fvw44uPjGwQ7oOEp\nxpUrVyIjIwMDBw4EADz44IPelirDMPDZZ5/hm2++QUhICJKSkvD73/8eH3/8sTeAxcbGYubMmQCA\n66+/HgsXLsS3336LqVOnws/PD3v37kV8fDzi4uIQFxfX5rrzFQYwIiI6751NcPIFKSXuu+8+BAYG\nYt68eU1OExISgltvvRXDhg3D2rVrYbFY2rWs6upq3HHHHUhPT/eeCmxKWFhYo7Blt9u9ga215QaA\nJ598Ei+++CKuvfZaREVF4e677/YGptMVFRVh+PDh3sdJSUnev61WK9xud4MQmpSUhMLCQu/j+Pj4\nBvNLTExEUVERQkJCsGDBAixYsAAPPfQQxowZgyeffBIpKSnNlrsjsQ8YERFRJ3vooYdgtVrx97//\nHX5+fs1O5/F44HK5cPz48XYtp7a2FjNnzkRCQgJeeOGFM06bmpraoEXs8OHDqKurw4ABA9pc7tjY\nWLz44ovYunUrnn/+eTz++OPN9mXr0aMHCgoKvI+PHTvm7QNmsVgQEBDQoLP/sWPH0KtXL+/j0+sm\nPz8fPXv2BABceuml+Oc//4nt27cjOTkZjzzyyBnroCMxgBEREXWiP/3pT8jNzcWSJUsQGBjY4LW1\na9di165dMAwDNpsNc+fORVRUlPf03OmklKipqUFdXR0Mw/D+DahThXfddRdCQkLw6quvtliu6dOn\n49///jc2b94Mp9OJl19+GVdffTVCQ0NbLPfpVq5c6Q1GEREREELAZFIRpEePHg3C2HXXXYdly5Zh\n//79cLlceOWVV7yvmUwmXHvttXjhhRfgcDhw7NgxLFq0CDfddJN3mtLSUrzzzjtwu9347LPPcODA\nAUyePBmlpaX4+uuv4XK5EBAQgLCwMG8ZOgMDGBERUSfJz8/HBx98gOzsbIwYMQKpqakYNGiQt89T\nVVUVZs2ahcGDB2P8+PE4cuQIPvjgA2/gWb58OS6//HLv/DZu3Ijk5GT89re/RUFBAVJSUvCrX/0K\nALBlyxasXr0a33//PS644ALvsjZv3uwty6BBg7ytT6mpqXj++ecxa9YsjBw5Ei6XC3/5y19aVe7T\n7dixA9deey0GDRqEO++8E88++6z3Ss0HH3wQc+bMQVpaGlauXIlJkybhd7/7HTIyMjB+/HiMHz++\nwbyeffZZBAcH45JLLsH06dMxffr0BqczR40ahby8PAwbNgwvvfQSFi5ciKioKBiGgYULFyI9PR3D\nhg3Dxo0b8fzzz5/1d9heQnby4BqnNjNSxzObzbDZbJ1djPMK61w/1rl+XbnOu3LZqGtqbp1JSEjw\n2TLYAkZERESkGQMYERERkWYMYERERESaMYARERERacYARkRERKQZAxgRERGRZrwVERERdWtSykb3\nNOwO/Pz84PF4OrsY3ZKOEboYwIiIqFs7/X6G3QXHNzu38RQkERERkWYMYERERESaMYARERERacYA\nRkRERKQZAxgRERGRZgxgRERERJoxgBERERFpxgBGREREpBkDGBEREZFmDGBEREREmjGAEREREWnG\nAEZERESkGQMYERERkWYMYERERESaMYARERERacYARkRERKQZAxgRERGRZgxgRERERJoxgBERERFp\nxgBGREREpBkDGBEREZFmrQpgWVlZmDNnDmbPno0VK1Y0O93GjRtxyy234ODBgz4rIBEREVF302IA\nMwwDixcvxhNPPIH58+dj/fr1yM/PbzRddXU1vvzySwwcOLBDCkpERETUXbQYwHJzcxEfH4+4uDj4\n+/tj3Lhx2Lx5c6PpPvzwQ0ybNg0BAQEdUlAiIiKi7qLFAGa1WhETE+N9bLFYYLVaG0yTl5cHq9WK\nCy+80PclJCIiIupmzroTvpQS7733Hm677TZflIeIiIio2/NvaQKLxYLS0lLvY6vVCovF4n3scrlw\n9OhRPPPMM5BSoqKiAi+++CIeeeQRDBgwoMG8srOzkZ2d7X2ckZEBs9nsi89BrRQYGMg614x1rh/r\nXD/WuX6s886RmZnp/TstLQ1paWntmo+QUsozTWAYBmbPno2nnnoK0dHReOyxxzB79mwkJSU1Of3c\nuXNx2223oX///q0qQEFBQdtLTe1mNpths9k6uxjnFda5fqxz/Vjn+rHO9UtISPDZvFpsATOZTJg5\ncybmzZsHKSUmT56MpKQkZGZmIjk5Genp6Y3e00KmIyIiIjqvtdgC1tHYAqYXj5j0Y53rxzrXj3Wu\nH+tcP1+2gHEkfCIiIiLNGMCIiIiINGMAIyIiItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi\n0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIi\nItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMi\nIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAj\nIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMA\nIyIiItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRj\nACMiIiLSzL81E2VlZWHJkiWQUmLSpEmYNm1ag9e/+eYbrFq1CiaTCSEhIbj77ruRmJjYIQUmIiIi\nOte1GMAMw8DixYvx1FNPITo6Go899hjGjBnTIGBNmDABV155JQBgy5Yt+Mc//oHHH3+840pNRERE\ndA5r8RRkbm4u4uPjERcXB39/f4wbNw6bN29uME1wcLD37+rqagghfF9SIiIiom6ixRYwq9WKmJgY\n72OLxYLc3NxG061atQorV66Ex+PBU0895dtSEhEREXUjreoD1hpTpkzBlClTsH79enzyySeYNWtW\no2mys7ORnZ3tfZyRkQGz2eyrIlArBAYGss41Y53rxzrXj3WuH+u8c2RmZnr/TktLQ1paWrvm02IA\ns1gsKC0t9T62Wq2wWCzNTj927FgsWrSoydeaKqjNZmttWckHzGYz61wz1rl+rHP9WOf6sc71M5vN\nyMjI8Mm8WuwDlpKSgsLCQpSUlMDtdmP9+vUYPXp0g2kKCwu9f2/duhXx8fE+KRwRERFRd9RiC5jJ\nZMLMmTMxb948SCkxefJkJCUlITMzE8nJyUhPT8dXX32FnTt3wt/fH2FhYU2efiQiIiIiRUgpZWcW\noKCgoDMXf95hk7V+rHP9WOf6sc71Y53rl5CQ4LN5cSR8IiIiIs0YwIiIiIg0YwAjIiIi0owBjIiI\niEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItKMAYyI\niIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGM\niIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owB\njIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItKM\nAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLS\njAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItLMvzUTZWVlYcmSJZBSYtKkSZg2bVqD11euXInV\nq1fDz88PERERuOeeexAbG9shBSYiIiI617UYwAzDwOLFi/HUU08hOjoajz32GMaMGYPExETvNAMG\nDMBVV12FwMBAfP3111i6dCnmzJnToQUnIiIiOle1eAoyNzcX8fHxiIuLg7+/P8aNG4fNmzc3mGbI\nkCEIDAwEAKSmpsJqtXZMaYmIiIi6gRYDmNVqRUxMjPexxWI5Y8BavXo1Ro4c6ZvSEREREXVDreoD\n1lpr167FwYMH8cwzzzT5enZ2NrKzs72PMzIyYDabfVkEakFgYCDrXDPWuX6sc/1Y5/qxzjtHZmam\n9++0tDSkpaW1az4tBjCLxYLS0lLvY6vVCovF0mi6n3/+GStWrMDcuXPh79/0bJsqqM1ma2uZ6SyY\nzWbWuWasc/1Y5/qxzvVjnetnNpuRkZHhk3m1eAoyJSUFhYWFKCkpgdvtxvr16zF69OgG0+Tl5WHR\nokV45JFHmMaJiIiIWtBiC5jJZMLMmTMxb948SCkxefJkJCUlITMzE8nJyUhPT8fSpUtRU1ODV155\nBVJKxMbG4pFHHtFRfiIiIqJzjpBSys4sQEFBQWcu/rzDJmv9WOf6sc71Y53rxzrXLyEhwWfz4kj4\nRERERJoxgBERERFpxgBGREREpBkDGBEREZFmDGBEREREmjGAEREREWnGAEZERESkGQMYERERkWYM\nYERERESaMYARERERacYARkRERKQZAxgRERGRZgxgRERERJoxgBERERFpxgBGREREpBkDGBEREZFm\nDGBEREREmjGAEREREWnGAEZERESkGQMYERERkWYMYERERESaMYARERERacYARkRERKQZAxgRERGR\nZgxgRERERJoxgBERERFpxgBGREREpBkDGBEREZFmDGBEREREmjGAEREREWnGAEZERESkGQMYERER\nnbfk3p8hraXal8sARkREROctY/VKyH07tS+XAYyIiIjOXzU1QE219sUygBEREdH5q7ZG/dOMAYyI\niIjOXwxgRETnN2mv6uwiEJ1/GMCIiM5vxlOz2hXCpGHAWPtVB5SI6DzAAEZE3YHntWcgPZ7OLsY5\nR0oJ2G2A09H2N1eVQy5dAGmw3onarLaaAYzoXGJs+LZTxo7RSR7Y27bp6+qAXdsAVztCxBkYy96F\nseFbn86zy6mtAaQBVLva/t7KCkBKwOHbeic6L9TWqCshNWMAo/Oa8el7kFs3tOu98oevgcO5Pi5R\n1yHddTCefwSyrhbS6YCxYXXLb6oPXi6nbwtTXgqUl/l2nl1NffBqTwCrKlf/sw8ZUZtIwwBqayHZ\nAkbdjXS7u/RpEVlUAFla2L43Ox2Qp5wukoYHxqbvfVSyLqD+s7kcwNE8yPffgHTYz/ye6hPBqz0h\n4gyky+nzVrXOIvftgrF5XeMX6uuspu11J6sq1B8dFMCMj9+F7O4BmM5PdXXq/1qOA0bdjFz2DuSP\n33V2MZrncgDOdrbWnB4KrKWQ773um3J1BfUBzOkAnHbA7Ybc2kRwOFV9y5evW8BcDt/Ps5PI/buA\n7G2NXzgRwGR7Pmdlx7aAye2bgMJjHTJvok5VH7zYAkbdjaywntw5dCHGd5/DWPmhCheuFlp1muN0\nNOwwXVXRaU3Zsq4Osq7WtzN1nQxg0ukAQsMhs34683vq66Pa1wHM2W0CGBz2plsSz6b18EQLWIcN\nY+G0q39E3U399poBjLqdrtpyUVqk/rVzxy49HnWq6NT32irV/5p3VDJvP4zZMyD/udC3Mz69BSyh\nN1BpPfN7zqYV50xcTshucgoSDlvT68hZ9QGrACyxHdICJqUEnM2ERqJzXW0NIEzshE/d0OmtRF2F\n3QZptwGuhv24Wq2+teKU1jNvPxzNOyp55AAQFg5pLfHtfE+EBOlSAUzExathEs70nvqQ5OM+YKju\nPi1g0mFXIez0588igMnKciChT8ecgqx2AYbBFrBTGB8vgeyEHTZ1gNoaICy867aAZWVlYc6cOZg9\nezZWrFjR6PU9e/bgT3/6E2bMmIFNmzb5vJDkO3U7t0LuztK3QKe9S3aelg6b2gm6HO0r34nQ1qCl\nxxvAzhxSfK6qAkjqf3L5rSAN4+QOvzkNWsAcQM+ElnfwrvoQ4buwJI0TQzN0xSDfHg5b0yH9LDrh\no6oCIqHvyVZYX6oPXgxgAE78dv79f0B7L96hrqWmGjBHds0AZhgGFi9ejCeeeALz58/H+vXrkZ+f\n32CauLg4zJo1C+PHj++wgpJvuLM2QW7fqG+BTkfXPHXksKlhDdzu9u3YT+kf5VW/82uhlaieZ+79\n8Lz69NlfJVpVAdG7X7MBzFjzReN+aTu3wFj40pnne/opyOhYwDDO3MfN5QCEaP+FDU2pdqkxrrri\netQejmb6U1W7gMCg9g9DkdBHter6Wn1Y5Bhjiq0S8HhaPSyKsWo5ZGlRBxeq7eTu7ZCF+S1P2N3V\n1gDmiK4ZwHJzcxEfH4+4uDj4+/tj3Lhx2Lx5c4NpYmNj0adPHwghOqyg5BuGrcrnp6qaIw2jS5+C\nRP0gqu05teV0qJ3l6S1gAYGqda0FstoFFBcAxw4B5S30q2ppXlUVQEJfwF7VKMxJw4Bc9g6Qf6Th\n80UFQFELG1+XHQgK8fb/EWHhQLj5zAHT5QQio33bCd/lBELCtJ+CNFYthyzrgN+KwwbU1qhBa09V\n7QKiYtr8OWW1C6irg2hNC2V71IdF3S27XVWF+r3KlvpDniB/+LrNAxrrYKz+XO/BeFdVWwOEmgF3\nnfYhk1oMYFarFTExMd7HFosFVuvZ7TCo80hb5cng0dFqqtXI3l2x747Dpspmjmxfy4rLCcT0aNCS\nIasqgJ6JrTtVU1YMWHoAcb3UxQBno6oCIjoWCAltHI4qy4HaWqDstGWUFQNlJWfe4DgcQGyPky1g\nIWFAeMSZd/LVTtVS5qPvXFZYgaMHgSiLusJU4y2O5PdfqiEjfDnPEx3aERrWeD2pdgFRlpZPDZ+u\nrASIiQMiIjvuFGRgkLdP4Hmv4kTLV0XL+0FpGOq31wVbwNSFSDyNKmtrIIKC1AF1rY+vJG8BO+Fr\nIHf81Phot5NIe5UaVVwHpx3w8/N5C5gsOALP68+2//31O8HAIBUWqqvVhrIt83A61E7vtKsgRXxS\n61oKSouB2J4QsT3P/vREVQUQEQWYoxqfhiw+rsp72jJkWTHgcZ95J+JyALE9T4yV5lAdVVsKYC4n\nYImFPKUFTNbVqSDVDnL1ShiZi1VgCQlpc8uadNgg3W3/7Um3W4VUX5+iqXEB/gFARHTj9aTaCRFl\nAWpckIan9a0m1hNhPjoOqLCqsvuQdNjVgUJXbMnuBLK8DDCZTgaxM6ksV90cyoo7vmBtIKUESosg\nSxjAUFOj9gWBQdpPQ/q3NIHFYkFp6ckdttVqhcViadfCsrOzkZ2d7X2ckZEBs9ncrnmdSyr/uRBh\nDzwD/5TBnV0U2OxVgMOG8MAAiKDgDl2Wx1oER0xPGJVWn37PNcePwLVvJ8LDwiBMbT+GkE47KgMC\nYYqIhikyGu6S4wj394MpLLzhdG43PAf3wT81rdE8qg03jF6JqN2zA+Hh4RBCoNJWiaC+yTDKSxF6\nyucNDAxs9Plr7JXwxCdCmCMBWzlCzqJ+KmyVCE9IgtMSiyB3LQJOmVdNlRUukwkBleUNylRVXgoj\nJBShThv8+w5ocr722mqY4nvDOH4Unmonwnv0hCvKggBPHQKbKa+9rhZ+Cb3hOXIQ4SemqVn9Oeo2\nrEb4n+e3+bPZi/LhLimEf0IfeELDEWYS8GtFXdXXuf3t5xEw4hcIuuo/vK9Jjwe1qz9H0JXXN/t+\nT2E+bIYB/7IihPlw3TVqnLCFR8BkjkQIDPifMm+Huw6mHvFwFx9HSP4h2F99GpHvrGxxHa+xV8ET\nn4hQiwVVsT0Q5rTBL7GPz8pc7XHDHZ8E40jeGX/HTa3n3ZHLaUddUj+Y7FXedbw57vxDsAsBv4qy\nFqdtj/bWuVFVgaqaapjKis+L7+xMqgUgwyNQGxSMsICAVm1fMjMzvX+npaUhLa3xPqI1WgxgKSkp\nKCwsRElJCaKjo7F+/XrMnj272emllM2+1lRBbbbu3a9ASglZaYXzeD5Ez6TOLg6MqkogNBy2I3kQ\nvZovjzQ86tRWVEyz07RElpTAiIwCSgtRVW6F8A9o97xOZRzMAWqqYTt8ECK2p1pWtQvw92/VMmRJ\nIRBmhhEaBiMwEAgJhb2kCMJouO7KrI0w3nkVplc+gPDza1iGcisQHAqY/GArKwMgIV1O1ETFQObl\nwHPKem02mxut50b+YdUKYo4E9u6Eu52/A1lXC9TVwG5IyDAznIX5MPVLPbmco3lA/1TUHj/qLZOU\nEkbxcWBgGhy5+yCie6j+XafxVFVCDBoOuW8XYLfBbgAyOATu0mLUNFNej60SnrA0SLvN+5mNPT9D\n5u5BVWUFhMmvyfc1x3P4gPo/MAgyOASOkmKIkMZlPZ3ZbEZVZQWM3VnwBAah9pLJ3tdk7m4Yi19B\nTf9Bqt9UE2ReLhAegbqjh3y6jZJFhZAhYfAEh8BZUgyRcHLeHrsNom8ypNMOR9ZmoNoFW+4+1ap6\nBkb+EcAcBZvNBqNHAhwH9kFERPuszEZ5GRAVC7l7xxnroqn1vDsyiguAPslwH2t53TCO5AG9B8Bd\nmN8hddPeOpeHDgCJfWEU5aOqvBzCv8Uo0KmMNV9AjJkAEeb7sGjYqgAhIAMC4bCWQYSEnXF6s9mM\njIwMnyy7xeYDk8mEmTNnYt68eXjwwQcxbtw4JCUlITMzE1u3bgUAHDhwAPfccw82btyIRYsW4aGH\nHvJJ4VrL+OQfqm9TV+R0qFu4VHX+aPDS41FXJCb1a7kfWNZPMN567uwW6LQDoeE+70AtC44A/v5A\nwcmO5fL9tyBXLG3dDBw2IMwMhJshvOVrfHpFZv2kyt3UDbddDvW+kFDVWX1PFpAyWLVoNTMOmLHm\nC8jcPZB46n2AAAAgAElEQVSV5SoExjR/ClI6bI3WaWmr9PbZklKq0FlVAZij1AUwEdGQX30K44tl\n6vWKMshjhyEGjwTyj8Cz4DnIijL1vQgTRJ8BkB8ugrGgme/Z5YCI6aGWYRiqiT48ArCdqQ+YC8IS\nC1Q71U28c3dD5u1X91tr4+k86XKqPk0xPVQ9h4S2rb/e0UPqqs28/Q3nuzsL8PODzGp+yBxZchxi\n6Cig5HibT0+fkcMGhIVDhIU3Hti02gVEqk74cn82EG6GPLy/6fmcylqiThUDEL2SIH19yyCHTfUF\ndDl9Wxc+1paySYe9wanatnS+luVWoP/A1p2CLC2CGDQUKC/tUvfElaVFqr9qpEVfl5R2kiWFkB+8\nDbn2645ZQG0XPgUJACNHjsRrr73W4LlTE2BycjIWLFjg25K1kpQScs0XEMNGq9aErqa+T05l68do\n8hXpdECEnpLmnXYVOGLiIK0lONM1qzIvB8g/BGl42txqcfryZeiJgHOW34+UEig5DhQcBdJGQR4/\nCjF8jOpjtHOzulXOjbef8WpcWVcHefyYCl9h5pM7dqdDtfT0GwgUHFYdsHf8BIz4BeTPmwF3neoI\nXu2CPLAX8shBiIQ+QGgY5MqPIMvLIEaMUcHOfrKlCdZSGDAgd22HXP4+ZFCIqotqF8TVN6u+W4XH\nILdugLFpjQo35ghgzw41OnNcT3XJu58fUFSgNhIBgSrkGR6gR7yaB6DG6TqSC7n5B8htPwIlhYDh\ngbhuBuTKD4HCfBjPPgAEh6j5JvYD+iYD1hJ4FjwH0XuA2gBVlQN+/id37OWlQJgZQgjI8AjITd/D\ncNdBXDBM9Z+rrVZ9zQxDBfvoWMDlgvzuc8hP31NlH/ELtU4ZBuSeHRApg9Wy6zuQ17khV3+m+suE\nR6j+Kdt/BOJ7A9Ex6jsKDYcsylfL6d1ftXgGh6pWwCMH1UCkQcHAzz+hxmmHzNsPMWYC5E9rYaxa\nrgLl6HGQu7ZBTL4WcuMayNieML77HPDzg2niVNXPLSQMyNuvxlbbtwtyyzrIXduA+CQgKgZi4BA1\nLEZNtToYyN2tdspV5UBFGcSocYCA+v7KS4HkCyBOtIzC5VTrSJgZKDiiOra764AgFS5FlEUdJB3M\ngbj8WmB3llpngoJVuXolQoSEqvXLUBe4yNIimGLi1DrQKxHYv7vl39LRPPW9xPc++WRtLVBVDvnp\ne5DSgBiaDtEjXh1EhkcAwcHA3h2QqUNb3Zrd3PZD1taoflEOu1ofa6pVnVRa1WeqrVFhct3XQHAI\nxKixkEUFkP/6pyqHMAGhYRB9BgCBwUBIKOQXyyBu+I1ad44egug/UIX3ulrgaJ7qczlkJOT+bDWf\nyGhVp/7+wMEcoF8KxMA0yONH1dXJkdEQPeIhqyrV9yiE+n1UWCFuuh3SXgXjvTfUBQp5Oep7jOsF\nccFwQAJy0xqgpBBi2m+AMLPaTlhLIS6dokJtcChkzi7IfTthumwqENMT8tghiORB6mrYwEAIk586\nEDuwV33moCD1e/cPUH0xR4w+uS7szlK/E3ME5OEDqm4DAwGPB8ISB7lzC2CJA0wmyKxNEH1T1IHe\nwX0Qcb3Ud5J/GJASMmeX6k+YlwOEhKp6PnGrNYSGqc/RPxVi0FDIvByIHgmqz2K1E7KyAiKuJ1BZ\nAemoUuUoOAz0S4VIHQqZuxsisS9kRZna5lRY1XbcaYcICFTLNjyqDsyRQM4uYNAwtU3umQDprlOD\nQpeXQuYfVv1Dw8LVvs1dB7l3p3pfr0Q1v9JCVT5bFURqmvotV1hVQ8Th/ZDbN0JcdjUQFAzjrf+B\n+MUEiP6par3w81eDHB87pNaPkDAgYVqr1v3W6Nrtjq1RVaGOHDvqHmhnqz6AtbMFrFGIaiVj+fuQ\n//4XTM8vhjBHqCftNghzJGRSf7WDGX9l88s9nKt+bMXHgSZOVcqaahgLX4IYMAhiyvQGTdjeje6p\nLWDt6MAr9+0Ceiaojsk4cVXaB2+rDdPQdLXjq3apm30n9FGtJft2QvZIgPzkH5CeOpim/UZtyKsq\n1OXgP28GDu6DGDNB7VRCwoCQMBjvvaneHxIKuOsgJl0DcelUiJTBMF7/b9VqUlIICAEx8iKIyGiI\nAYOAUePUkXD2NohbZqqO8A6bGil711bAVomqujogMAimex6DzNkFkTxYbcz7JquWqEnXwPj2XxCX\nTFbhqrwU4q4/qh1kTrZ6zuNRocNpVzv/0DD1fP3rAMTEX8J02VR1wUfOLiCxj/cUsrjxt2ojc6JT\nPgKDVN2mXwLkZKvR9I8cVHWSPBjwuGEalg707g+RMROoUq1xIranGmbDMGB88TEQGAQRHKKCmn8A\nxH/8WgUXjxty5UcQ466AzD+sdnyffQhZUw0xehyMr1eoDsrmCFX++vIk9QMO7YescUGMHqd2NOER\nQFAwRO8BkP/3AWRoOHD8COAx1HIdVSeO5MvUzikwCO5+KZB2G0zX/SdkYT7k9h8hBqbBeG0uEBEN\ncf2v1Gf47J8wXXsLpLUExg+r1M6itgZw2GC6ZBLEf/4OxvtvQUy4CqiqgMzLgfz0H4DJD/Dzg+iT\nDCT2hWnQMFXOiCjI7z5Xp5eFUKEtdzeMbRsgUocBLidM469UO74vP4Zc84X6nmtrgPBIFaj7pkBc\nMhkivjeM+U+oq2vdbhXcS4tUwLXb1DYvIEB1Io6LV99PfG8Yy96B55WnIfoNVDvb/ENqmpLjan0P\nCweOH1M7GJfzxGX4YSd22EEQV14P4fEAu7NgfPkxUHwcpom/hLTEwVi6wHu1pkjqry7qMTwQ5ki4\n4nrBc+QghCVWlbm0WO3Qg0PUztDSA4jrqQ5sigvURQNh4WrbEBCgDj6iLGrnaTKp38plUwHhp8as\nq62B6Q+Pqt+C4VHD6VSWq/B25IAKRZ/8A2LMBJjGX6FCyL6dAATQPxU4uA/GTz9AJPSB6eHnVP35\n+av39x8IHD4AmbcPIn0cxI2/VXfLyN0N0TcAYuBQ1fE+KFh9r7E9YXpoHuSxw+o7vfG3QEAQZMlx\nyPXfAoYHput/BVlVDjHkQnXxRXEhYIlTZxbik1QwDDNDjJ2sDhDsVRD9BsL4+B217fUPUFe2VpYD\nAwapAFYfXF0OIDgUVf7+MOqH+4mJU2Vz2NXv1hwJ1NRAuusgCw6r7UtRPlBXC9E3BeLCiyGGpcNY\n+BI8X30ClBSpiy0MjwqRURaYbrpDrfeFx4ABPb3D0pguGA65byeMj/4O0XsAjB0/QQwaDkTHqtdK\nioCYnjBFWdRvO2WwOpg4nAtx6S+BgiPqAPbwASA0DMa//h8QGQ1Z7YIYlq4+e3mZWk/cbpjumA25\n7hsYG75VrdclhUBElPr9FVUCTjsMhw3w81fhyWEDtm6AUVMNER0DY/smFZT/+b8QF14MxPaC/Gkt\nRJQF4heXQqSmAeZIFdj27YSxeZ26SMnjBgKD1TiLP2+BUe0CpvougAl5pk5bGhQUFLT7vdLlBI4c\nhPHy4xC3/hdMl/7ShyXzDWPzOsjFfwWGj4bffz3e7HTSMACPG+LEzhQApK0KxqN3wvTnVyBOPVJt\ngczJhvHOK0DfFNVaUHJc7SzGXwXT5h8gf30PjNf/G6bnFjVqLZKF+UDPBBhzfgXE94a4/HqIwCCg\nrgZyzw61kl4/A/KD/4W0V6qNsZ8/TDfcCtG7P4y1qyC/WKbCwp6fIa76D8icbIihoyDGXwkRrsKg\nrKqA/Ho5xMA0IFU10aNXIuS//wV5YC9EZDTkprUqbP1iomr5OJQL090PQxblQwweAePlJ1Qgie8N\n09SbIGtr1P0Qa2sgrpoGhIRBfvUJxORrIDevg0jqD6RcoPr9uN1AnwFqA1xeplp7howE9u0Ckgep\noymcaMVy2CDCI9RGqLZWHQ2eXucOm7d/gjy0H/KrTyEuvQoYPBLmoEDYHI4G3+25qn5z0dKYf7Ky\nXB21X3ix2mkEBAK5e9RGs1fiidNFUu1Ujh1SLR9DLmz1RRWyrg7wMwHHDqt1MjpG7ZBLCoHUoYiI\niPD2jZFVFUBIGERA+/ogSik7bIxD6XarHTvQ6LOfuu55n6ssVwd1YeYTO4wAyLpa77olDQM4tB8o\nL1OtA9IAomMgwiNVS2JdrTrQSBulwkR5mQpI9koV7GprG/QHlFKq8BAUosoohLqCtsIKeTQPIjpG\n7RDLShBUV4Pa6DjI40fU95zYTx0Y1VQDRQWQxQVqx5s+Fug7sE3fh5QSMIxGfTGbmu5cH49SOh0q\nHFc71XfdM6lBXUkpVQiVEmHVDjhcLvUdmiPb9dmlw66Cfc94iOBQX36ULscX60dCQtP9RtujSwUw\nKSWMeQ/CdM+j3s7VZ+J5Y57amBzcBzHtNzBd0/qOcdIwIJe+BXHj7U12QPYV49uVkOu+AYKC4Pfo\niyeX73Y3aDUyFr0MuWWdapmJ7Qkx6hLIg/sgP/w7xOXXwnTznZAuJ+SPq9XR3hXXAwFBqqk2PEK1\nbOXth/HVJ8DxoxBXXAeRPATGopdgyrgTsrQIcunb8B91MYzf/wnGI3fCdN+T6kiq30CIoGDIXdtg\nvPaMOlqstEKMvUL1k7FXqh1ldIzaWYSZgcO5MP33W4B/AORXn0B+9znENRmQq5arIy1IiLQL1ZHG\nx+9C5u45eRqvpkaFpCEjIXN3q6Nwj1sdKfVIUEe9BUchLrwI8Hggs7cDlliIUWNVa0t9HdbWAC4n\nROTJDsfS41GtVCd2ZvJYHuTqz4GBaRAXX9YpG+fzpXNyV8I61491rh/rXD9fBrCudQqyqAA4ckB1\n1m1FAEPxceD4UTU6d1s74e/cCvnD1xAXXQYMGtqu4p5OejyA260Gdat34jYxcv9udQQY2xNyxVLI\nVctVs7JhqNYXkx9M89+D/OpT1Zz6ytOq1Wr6bZD/txSedd+oVpv+qRDhETD++pQ6FVVbDaQMgemX\nN8JY9DLENbcAvftBXHI5REAA/J55/UThJOSG1TCFR0AKAXHZVBgvPuo9ZQPDUE3gdz+sjraiY4G6\nWsiCIzDd+2fV78LPD3C7YfzlIRVcT/RFEdf9J+SoS2Asf181/9/wm4YVc+ssNc/SYnU0HBCgglPy\nBZC2KuDgPmDgEHUqL753o5Ak+qeiKaK+4+Spz512hCyS+kPcdm87vk0iIqKO06VawIxvV0J+uNB7\nOlHWnydugpQSxn23qCb2wSMhgkJguush72uqv1NE0+/Ny1Gn6JwO1XI24aqmpzsxeGprmsqlYah+\nR8fyYJozF9i2QfWV2bsT6DcQ8pMlKjBFWoAe8aqseftVH6+IKNXH5ZTxpqS1FHLfTtUiVl6q+miE\nhnvDifqMVYA0VL+WqgqY7nwAYvCI5st4+ABCYKC678CT8wDUufCYuBOdOi9q+fSSx9PiqQA6iUep\n+rHO9WOd68c616/btoDJ3dvVVTllpapT7H/Phum1Dxu2KNWz21QL0a9mAdJQHbHrHdoP439fhN/z\nf29yOcY7r0JMvlZ1Vixqvg+aXPqW6pT66z80fu34MXX5fkwPiMQ+kFs3nLg/YCCMF/6kWnqiLMCu\nbTCNmQAZEAQx/VbVl2vQUNVJ/cKYZq9EFJZYiEsmqQdxvRq/LoT3qkLToy+qumjhakXRNxkBZjOq\nT/xg64OWuGjiGd/XaD4MX0RERGelywQw6VZXbonrZqh7v+UfUR0Njx4AUoY0nLasWA1FYOkB00UT\nIQ/nqqtx6l8/nAuUFatLZS2xDd9bXqZuGTNxKuTWDZBbfmi6PA6bugzezw9Gz3jg6CGIqTdB5uyE\n6JkI48NF6soolwNy01qISVcD1dVqIMWCoxBXqpG35XtvAEn9YHpgrupr1QHhpTt07iYiIjqfdJkA\nhtw9QK8kiD4DYOzY5B1kU+bthzglgEkp1SXJZSVAvxT1ZHhkw8Ehj+apkW0P7IWwjG+wGLn35xMt\nUCagR7waW8bpgFz3DcSIX0D0TPCeThQjLoIsLYT8diXEmAkwnnsYCAuH9LghLv0lxBXXq6uCrpvR\n4LSdGPGLk3/fOUf90UQrFhEREZ2fukwAk9nb1VVzMT1UuCo4AqQMViOHDx4BBIdA7t4Ouel7NQ5K\nZbkapRs4MTp3pfcSU3k0Dxg+Ro0TdeHFkFvXq5anUWNVf6fhY9T7esQDJcdh/G0uEBAI+eXHEOlj\n1ZhPMT1guucxiPJS1dE7ticQEQkx8uJGV2ie65c9ExERkV5dIoDJ2hrIjWtguu/PaqiDSqsaEfjy\n6yCX/A1GwRHvQKtiyg0QU/vDWP6eGngOUH3ETCbI99+EkbcfKM6H6ZZ5MF6bq4aAODEoI/65ULWy\njb1cvS8kFGLiVDXsw2VXA8ePQm5ZB9PvHwH6JKtgdcogqOKK/2hceCIiIqI26hoBbPVK1T+qT7J6\nYtAwYPcOiJG/gHjjI4jAIHUPu6pK7yCYpuAQFdZOEFdNU6ONDx0FuXcnRPIFML2yVI03FRKqBjws\nKwZi4hrcRsOUMfNkQRL7QiT21fKZiYiI6PzV6cNQ5K/7DsYb82D60wtqhHLU30Ov5OQpRvIZXras\nH+tcP9a5fqxz/Vjn+nWrYSiMlR9BTL/NG76AE32qGL6IiIiom2rdjdc6Uu5uddNdIiIiovNE5wew\nQcO6/Q1AiYiIiE7V6QHMxCsLiYiI6DzT6QFM+OhG2ERERETnik4PYERERETnGwYwIiIiIs0YwIiI\niIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCI\niIiINGMAIyIiItKMAYyIiIhIMwYwIiIiIs0YwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizRjA\niIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLNGMCIiIiINGMAIyIiItKMAYyIiIhIMwYwIiIiIs0Y\nwIiIiIg0YwAjIiIi0owBjIiIiEgzBjAiIiIizfxbM1FWVhaWLFkCKSUmTZqEadOmNXjd7XbjjTfe\nwMGDB2E2m/HAAw8gNja2QwpMREREdK5rsQXMMAwsXrwYTzzxBObPn4/169cjPz+/wTSrV69GeHg4\n/va3v+Gaa67B0qVLO6zAREREROe6FgNYbm4u4uPjERcXB39/f4wbNw6bN29uMM3mzZsxceJEAMDF\nF1+MnTt3dkxpiYiIiLqBFgOY1WpFTEyM97HFYoHVam12GpPJhLCwMNjtdh8XlYiIiKh76JBO+FLK\njpgtERERUbfQYid8i8WC0tJS72Or1QqLxdJgmpiYGJSVlcFiscAwDLhcLoSHhzeaV3Z2NrKzs72P\nMzIykJCQcDblp3Ywm82dXYTzDutcP9a5fqxz/Vjn+mVmZnr/TktLQ1paWrvm02ILWEpKCgoLC1FS\nUgK3243169dj9OjRDaZJT0/H999/DwD48ccfMXTo0CbnlZaWhoyMDO+/Uz8E6cE61491rh/rXD/W\nuX6sc/0yMzMb5Jj2hi+gFS1gJpMJM2fOxLx58yClxOTJk5GUlITMzEwkJycjPT0dkydPxuuvv477\n778fZrMZs2fPbneBiIiIiLq7Vo0DNnLkSLz22msNnsvIyPD+HRAQgAcffNC3JSMiIiLqpjp1JPyz\nabqj9mGd68c61491rh/rXD/WuX6+rHMheckiERERkVa8FyQRERGRZgxgRERERJq1qhN+R2jpBt/U\nPrNmzUJoaCiEEPDz88Nzzz0Hu92OV199FSUlJejRowceeOABhIaGAgDeeecdZGVlISgoCLNmzUK/\nfv069wOcIxYsWIBt27YhMjISL7/8MgC0q57XrFmD5cuXAwCmT5/uvaUXNdZUnS9btgzffvstIiMj\nAQAzZszAyJEjAQDLly/Hd999Bz8/P9x+++0YMWIEAG57WqusrAxvvPEGKisrIYTA5Zdfjquvvprr\neQc6vc6vuOIKTJ06let5B6qrq8PTTz8Nt9sNj8eDiy++GDfffDOKi4vx2muvwW63o3///rjvvvvg\n5+cHt9uNN954AwcPHoTZbMYDDzyA2NhYAM1/F82SncDj8ch7771XFhcXy7q6OvnHP/5RHjt2rDOK\n0u3MmjVL2my2Bs+9//77csWKFVJKKZcvXy6XLl0qpZRy27Zt8n/+53+klFLm5OTIxx9/XG9hz2F7\n9uyReXl58qGHHvI+19Z6ttls8t5775UOh0Pa7Xbv39S0puo8MzNTfvbZZ42mPXr0qHz44Yel2+2W\nRUVF8t5775WGYXDb0wbl5eUyLy9PSimly+WS999/vzx27BjX8w7UXJ1zPe9Y1dXVUkqVTR5//HGZ\nk5Mj//rXv8oNGzZIKaVcuHCh/Prrr6WUUq5atUouWrRISinl+vXr5SuvvCKlbP67OJNOOQXZmht8\nU/tIKRvdCmrLli3eI87LLrsMW7ZsAdDwJuoDBw6E0+lERUWF3gKfoy644AKEhYU1eK6t9bxjxw4M\nHz4coaGhCAsLw/Dhw5GVlaX3g5xDmqpzoOlbn23ZsgVjx46Fn58fevTogfj4eOTm5nLb0wZRUVHe\nFqzg4GAkJiairKyM63kHaqrO6++9zPW84wQFBQFQrWEejwdCCGRnZ+Oiiy4CAEycONFbf6eu5xdf\nfDF27doFoPnv4kw65RRkUzf4bqmg1DpCCPzlL3/xNl9ffvnlqKysRFRUFAD1A68PWc3daL1+Wmqb\nttZza250Ty1btWoV1q5di+TkZNx2220IDQ2F1WpFamqqd5r6upVSctvTDsXFxTh8+DBSU1O5nmtS\nX+cDBw7E3r17uZ53IMMw8Oijj6KoqAhTpkxBz549ERYWBpNJtVHFxMR419lT12eTyYTQ0FDY7fZm\nv4sz6bQ+YNQxnn32WURHR6Oqqgrz5s1r8l6bQohOKNn5h/Xc8aZMmYKbbroJQgh8+OGHeO+99/CH\nP/yhs4vVrVRXV+Ovf/0rbr/9dgQHBzd6neu5751e51zPO5bJZMKLL74Ip9OJl19+Gfn5+a1+b1Mt\nk61ebrvfeRZac4Nvap/o6GgAQEREBMaMGYPc3NwGR6kVFRXejpwWiwVlZWXe99bfUJ3ap631fPrv\ngPXfdhEREd4AcPnll3uP8purW2572sbj8WD+/Pm49NJLMWbMGABczztaU3XO9VyP0NBQDBkyBDk5\nOXA4HDAMA0DDdfbU9dwwDLhcLoSHh7drPe+UANaaG3xT29XU1KC6uhqAOoL6+eef0adPH6Snp2PN\nmjUA1NVI9XU9evRo703Uc3JyEBYWxtOPbXB6f7u21vOIESOwc+dOOJ1O2O127Ny5s+WrZs5zp9f5\nqX0WN23ahN69ewNQdb5hwwa43W4UFxejsLAQKSkp3Pa00YIFC5CUlISrr77a+xzX847VVJ1zPe84\nVVVVcDqdAIDa2lrs3LkTSUlJSEtLw8aNGwEA33//fZPr+Y8//oihQ4d6n2/quziTThsJPysrC+++\n+673Bt+8RPbsFRcX46WXXoIQAh6PBxMmTMC0adNgt9vxyiuvoLS0FHFxcXjggQe8nZkXL16MrKws\nBAcH45577sGAAQM6+VOcG1577TXs3r0bNpsNkZGRyMjIwJgxY9pcz2vWrMGnn34KIQQvz29BU3We\nnZ2NQ4cOQQiBuLg43H333d6DiOXLl2P16tXw9/dvdHk+tz0t27t3L55++mn06dMHQggIITBjxgyk\npKRwPe8gzdX5unXruJ53kCNHjuDNN9+EYRiQUmLs2LGYPn06iouL8eqrr8LhcKBfv36477774O/v\nj7q6Orz++us4dOgQzGYzZs+ejR49egBo/rtoDm9FRERERKQZR8InIiIi0owBjIiIiEgzBjAiIiIi\nzRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCI65zz33HNYu3atT+e5bNkyvP766z6dJxFRc3gvSCLq\nNLNmzUJlZSX8/PwgpYQQAhMnTsSdd955xvc99thjHVIe3teQiHRhACOiTvXoo496b+dBRHS+YAAj\noi5nzZo1+Pbbb9G/f3+sXbsW0dHRmDlzpjeozZ07FxMmTMDkyZNRWFiIt99+G4cOHYK/vz+GDh2K\nOXPmAAD27duHJUuWoLCwEPHx8bj99tuRmpoKQN2666233kJeXh5SU1MRHx/foAw5OTl4//33cezY\nMcTFxeH222/HkCFD9FYEEXVb7ANGRF1Sbm4uevXqhXfeeQc333wzXn75ZTgcjkbTffTRRxgxYgSW\nLFmCt99+G1OnTgUA2O12PP/887jmmmuwePFiXHPNNXjuuedgt9sBAH/729+QnJyMxYsXY/r06d4b\n7AKA1WrFCy+8gBtvvBHvvvsubr31VsyfPx82m03Phyeibo8BjIg61UsvvYQ77rjD+2/16tUAgMjI\nSFx99dUwmUwYO3YsEhISsG3btkbv9/PzQ0lJCaxWK/z9/TFo0CAAwLZt25CQkIDx48fDZDJh3Lhx\nSExMxNatW1FaWooDBw7glltugb+/PwYPHoz09HTvPH/44QdceOGFGDlyJABg2LBhGDBgALZv366h\nRojofMBTkETUqR5++OFGfcDWrFkDi8XS4LnY2FiUl5c3ev+tt96KDz/8EI899hjCw8Nx7bXXYtKk\nSSgvL0dsbGyjeVitVpSXlyM8PByBgYGNXgOAkpIS/Pjjj9i6dav3dY/Hw75qROQzDGBE1CXVh6F6\nZWVlGDNmTKPpIiMj8fvf/x4AsHfvXjz77LMYMmQIoqOjUVJS0mgeF154IaKjo2G321FbW+sNYaWl\npTCZ1EmB2NhYTJw4EXfffXdHfDQiIp6CJKKuqbKyEl9++SU8Hg9+/PFH5OfnY9SoUY2m27hxozes\nhYWFwWQyQQiBUaNG4fjx41i/fj0Mw8CGDRtw7NgxpKenIzY2FsnJycjMzITb7cbevXsbtHZNmDAB\nW7duxY4dO2AYBmpra7F79+5GoZCIqL2ElFJ2diGI6Pw0a9YsVFVVwWQyeccBGzZsGEaPHo3Vq1ej\nXziwsDUAAADRSURBVL9+WLt2LaKiojBz5kwMGzYMQMOrIJcuXYp169bB5XIhMjIS06ZNw+TJkwGo\nqyDfffddFBUVoVevXrjjjjsaXAX55ptv4tChQ96rIJ1OJ+69914A6iKApUuX4siRI/Dz80NycjLu\nuusuxMTEdE5lEVG3wgBGRF3OmjVr8N1332Hu3LmdXRQiog7BU5BEREREmjGAEREREWnGU5BERERE\nmrEFjIiIiEgzBjAiIiIizRjAiIiIiDRjACMiIiLSjAGMiIiISDMGMCIiIiLN/j/OM+pquPR+/gAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d38c0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Observations Statistics (after scaling)\n",
"df_plot(data, '_Episode', ['_mean_obs'])\n",
"df_plot(data, '_Episode', ['_max_obs', '_min_obs'], ylim=(-5, 5))\n",
"df_plot(data, '_Episode', ['_std_obs'], ylim=(0, 0.5))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFOCAYAAAC43Xi+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncJaR/x8K82vZ0P3LoAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d329710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d463ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Actions Statistics\n",
"df_plot(data, '_Episode', ['_mean_act', '_max_act', '_min_act'])\n",
"df_plot(data, '_Episode', ['_std_act'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFOCAYAAAC43Xi+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERFyk8CUiIiLiov8BK14o0FXGimUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d3787b8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFOCAYAAACrCjhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d593390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Discounted Reward Statistics\n",
"df_plot(data, '_Episode', ['_mean_discrew'])\n",
"df_plot(data, '_Episode', ['_std_discrew'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCQkJCQkJCYkehjTAJCQkJCQkJCR6GP8fnj5mv0b02hwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d4f6e10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAFOCAYAAADdMIrBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niCGNiIiIKAoxpBERERFFof8fwSICOSVLbXIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbb7d2ce7f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Policy and Value Function Training Loss\n",
"df_plot(data, '_Episode', ['ValFuncLoss'])\n",
"df_plot(data, '_Episode', ['PolicyLoss'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment