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OpenAI Gym Walker2d
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proximal Policy Optimization: Walker2d-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 20 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/Walker2d-v1/Jul-26_22:28:41/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_22:28:41: Maximum 100 Episode Average = 7.16e+03 around Episode 24480\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)*20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Curves"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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ccsklrqtZEARBEPYUpXfHzLEfs3nz5pixYDBIWVlZC+xGEJqX/fXf5f11X0LjkOfXepFn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\nOhEREZEY8P8BuTmYUTRrxIkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be8ddd68>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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REZFBMagRERERGZSfOxMlJSVhyZIlkFKid+/eiIuLc3p93759WLJkCY4fP45x48ahW7du\njtfWrVuHVatWAQAGDBiAXr16ebD4RERERFculy1quq5j4cKFmDhxImbNmoXExEScOHHCaZqIiAiM\nHDkSPXr0cHo+Pz8fn3/+OaZNm4apU6dixYoVKCws9OwSEBEREV2hXAa1lJQUNG7cGBEREfDz80P3\n7t2xbds2p2nCw8Nx7bXXQgjh9PyuXbvQoUMHBAYGIigoCB06dEBSUpJnl4CIiIjoCuUyqGVnZyMs\nLMzx2GKxIDs7262ZX857iYiIiK52bo1Rq2nJyclITk52PI6Pj4fZbPZiiehy+Pv7s/58GOvPd7Hu\nfBvrz7clJCQ4/o6JiUFMTIxH5usyqFksFpw+fdrxODs7GxaLxa2ZWywWpwCWlZWF9u3bV5quqgXK\ny8tz6zPIeMxmM+vPh7H+fBfrzrex/nyX2WxGfHx8jczbZddnVFQU0tPTkZmZibKyMiQmJqJr167V\nTi+ldPzdsWNH7NmzB4WFhcjPz8eePXvQsWNHz5SciIiI6AonZMVkVY2kpCQsXrwYUkr06dMHcXFx\nSEhIQGRkJLp06YJDhw5h5syZKCgoQJ06ddCgQQPMmjULgLo8x8qVKyGEuKjLc6SlpV3ekpHX8KzQ\nt7H+fBfrzrex/nxXkyZNamzebgU1b2BQ813c2fg21p/vYt35Ntaf76rJoMY7ExAREREZFIMaERER\nkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMa\nERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZ\nFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBER\nEREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUEx\nqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERER\nkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMa\nERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZ\nFIMaERERkUExqBEREREZFIMaERERkUExqBEREREZFIMaERERkUH5uTNRUlISlixZAiklevfujbi4\nOKfXy8rK8Pbbb+Pw4cMwm80YP348wsPDkZmZifHjx6Np06YAgNatW2P48OGeXwoiIiKiK5DLoKbr\nOhYuXIhJkyYhNDQUEyZMQGxsrCN8AcCaNWsQHByMefPmYdOmTVi6dCnGjRsHAGjUqBGmT59ec0tA\nREREdIVy2fWZkpKCxo0bIyIiAn5+fujevTu2bdvmNM22bdvQq1cvAMBNN92EPXv2OF6TUnq4yERE\nRERXB5ctatnZ2QgLC3M8tlgsSElJqXYaTdMQFBSE/Px8AEBmZiZefPFFBAYGYtCgQWjbtq0ny09E\nRER0xXJrjNrFsreihYaGYv78+QgODsbhw4cxY8YMzJkzB/Xq1auJjyUiIiK6orgMahaLBadPn3Y8\nzs7OhsVicZomLCwMWVlZsFgs0HUdRUVFCA4OBgDH/61atUKjRo2QlpaGVq1aOb0/OTkZycnJjsfx\n8fEwm82XvlTkVf7+/qw/H8b6812sO9/G+vNtCQkJjr9jYmIQExPjkfm6DGpRUVFIT09HZmYmQkND\nkZiYiLFjxzpN06VLF6xfvx6tW7fG5s2b0b59ewBAbm4ugoODoWkaTp06hfT0dFxzzTWVPqOqBcrL\ny7uc5SIvMpvNrD8fxvrzXaw738b6811msxnx8fE1Mm+XQU3TNAwbNgxTpkyBlBJ9+vRBs2bNkJCQ\ngMjISHTp0gV9+vTBW2+9hTFjxsBsNjuC3L59+5CQkAA/Pz8IIfDEE08gKCioRhaEiIiI6EojpEF/\nlpmWlubtItAl4lmhb2P9+S7WnW9j/fmuJk2a1Ni8eWcCIiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMi\nIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNi\nUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIi\nIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1IiIiIoNiUCMiIiIyKAY1\nIiIiIoNiUCMiIiIyKAY1IiKiiyQLCyAP7fd2MegqwKBGRER0keQXn0B/4wVvF4OuAgxqREREF8ta\n5u0S0FWCQY2IiOhiSW8XgK4WDGpEREREBsWgRkRERGRQDGpEREREBsWgRkRERGRQDGpEREREBsWg\nRkRERHQRpNVaaxc8ZlAjIiIiuhi/bq61Cx4zqBERERFdBFlWexc8ZlCjK4osLfV2EYiIiDyGQY2u\nGHLPduh/e8DbxSAiIvIYBjXyWfLI77C+PKL8cVaGF0tDRFTz9M1roS+Z6+1ieIQsK4V19iveLobh\nMaiRz5Ipe4HM9ApPeK8sRFczuSMR+rr/ersYVwW5/lvIxJ+8XQzPyM8D9u2q1Y+UZ7I8dFJfewcc\nwwY1mXbc20UgIiI36P95D/KTBd4uxtVBCG+XwG1SSsi9v3q7GE70qc9Cn/ikt4txUYwb1H7d4u0i\nkNFJNqER0dXGd4Ia0lOhz3m1+td1HQAgdWstFQhAYQFgrcXP8wDDBjWcOObtEhDRZdA3/QR5gi3j\nV4Wr8qTJS8t8mTlNZmXWXjDSXXxHVtslLmrxUhfuMNp+y7BBTe7fDZl7xtvFICPzoS4AT5F5uZD5\nud4uhlvk4rnQv1jq7WKQj5FHf4f1rde8XQzjusz9nv7SMMgN33uoMK54NqjJA79B7thU9Wu6DumB\nEwapW6H/YxSkq1Y320d54jNdMWxQQ8to4GCyt0tBRnYVnsXrk8dAn/qct4vhPmHcXQyVkyXFsL4z\n1dvFAADIpK3A7m3eLoaBeeAEtSD/8ufhDlddm/aA5mZXpP7hTOgL3qj6tSfjIH/ZcNFFrKTUHh5d\nXJPTHjKtNd8aaNi9qGgQBpnnGy0HRLXmbDaQfdrbpXCbuBpbPWvp/n8elX0aSOK4YJ/gS9uUPeyU\nVhNm7AHN6qELlaf94XoaV99fWYntf1dBzer8fw0ybFCDuT6Qd9bbpSAj86Udlif50mJrxt3F1ASZ\nk11r9//zLAO1Tl9mUeSJ47A+95hnykKXx36nmOpCj/15d8eouVw3PLAel5Y4/18dtqgBMIcA+Qxq\ndAGVuj6l7WkDHXRqhA8ltastTNu6eHxuHbR64dd3NUQe/R04Wwvjm6WX9jee2KZqa7sscxHULrpV\nysV3LXU353MB9nDp6naEjrJ74DNdMG5QC64PsOuT3ODYUdbiGY5X+VT48aWyeoCrFgSjsnf38F65\n7rONv3L8X1t8aft3GdQu8lefrkKxq1+ZuqPUza7PMraoQZjrQ7Lrky5EP+9s7CIHpvosH9pPQ/Ol\nwnpAabH6v8RFt4nRlLjZ3VMdQ7Ug1lJZvBXUPKG2W9SqOwFw7LPdPEFwtZ55Yj10u0Wt9o43hg1q\nCA4BbJchkHm5kOeKvFwgMpzzg5nj/yu8Rc2X+NLZvycU24LapQYebym9glrUais02k8Ufai7uLa7\naaWrFmZPhx23uj5d7JPcHqNWe8cb4wY1c3lQ0595GPoHM71cIDIc63lnYwa9eKLH+dIlL3yprJ5Q\n4utBzb1yS91qmMt5VOLG2DHrnEmQye7f2kge2g/r2L86P1mDLWqyrBT6d59X/eLlnPxcRLiQntiP\neqjrU54rgvxtp+vPcyuIupjG0fXpYvnZogY1Ri0/F9J+PR0vX5JASgmZlXn588nNqXYDkFYr5CX+\nRF5K6ZkNy5ecv5FfLV2fPtD36ThI1mCLmp74k/EG7dt38r7W9XmxLWr5eUDSlvIWEzfJ4mLI7Rtd\nTGT/YcMlBiDH/uACZdubBLnrF7dnKZN3AoXO1x5z/PCiJro+009Afv7val5U29QlrfuOsYjOxwop\nZaXvW396wOVfXNtFi5qsoq5kaSn0reudp1v/LfS5/6g2iMnzh79UNY27F9B3dNeyRc0lUacOYLVC\nt1+hupZ+5i9Pn4L+01fq6tiz/g795x/U8999Dv2lYZc9f/3ZRyF/+qrqFw/tg36RZ6n6zz9A/+9y\n6GMH++hlAS7D1dr1afycVl43bnQLycx0yIu8uLU8VwS5ZG55C5ZROFrUqi/XJQeQGiTtwbLMzYBp\n/6FXUYF9DpXnea4I+qI5zs9t/xn6e/+qNK3+2YeQ9l9qnvejIH3RnItq/XLUgauw7Ofn/jyr+hWp\no0XNvRNDmZPt/ufZwoKsKuDo7u3npJSQfxxxftIRnJy/G/np+9Bf+Vv54+Jz6o+iQvfLXBVXY9Sq\napU6+Bvkh7POm49tuvOCmr51vfqOHGNDq97u5IHfoD9rv2SL8w5U5mRDZmWUP+HujwnYolYFDwQ1\nPfFHWEfEXXiaf78FuewD6K8/C+zfDfnVMgC2n3zj8nayLs/AbDu/KjfO8+d1MlUd4D56G3LVx2qD\n8rVfml2u88/GanHD8SpfGPdl33G60cqrL5wNfcaEi5t/bo76v7ausF4FWVYGuTfJ6QK30hHUqmlB\nKD6nrqBe3evnCqu80HdNthxKXb/ork/k2b7/woLqp8lIg9y8tjyAAdWGC/njl+W9J+e17snNayFt\nJ8xucSMsA3AENVlUCP2LTyqXqcJ3ITPTK7//Iro+5ZGD0J8f4noae5jLz1P/V/X9utNiCABHf4f+\nz7HO605J1S2n8rcdQEaa47EjtBVVXb9SSlifuB/yTNaFy+DqOmlV/XLSdqx3Krf97wrPyZxsFeiO\nHSpfrgpBTR4/DGkfM2pfX6ugz5wI/aXh5e+zr3cXaC2WxcWAfdz81dyiBgDaS/8Coq63Pbi4osqT\nqZAHf4P13TcgC/IhT5+CXDKvysGG+tb1kCXFqrnVfiZhl5sD/fuVwM7N6vF5BwZ5aH/52Ycrmads\nH1h1kJAnjqo/3LgsiT7pb9BfHgEEBgGNmkGbMAPwq+NeOQxG//kH6Nt+vvg3VteSVsVOQRYVqh3L\neSGupu8nK1OPQOa42JlVoG9ZC7lnu/M8igorl7v4wgchWVQIuXsb5MHfIEuKITNOOr++bxdkduWu\nfKnrlT/r971OO01ZVAjpKiDZdphudY25CNZStzptY7KstPxi2IV5ztPaWgBk6lGPDAWQ56pvUZCL\n50KfMwn6jJfLn3QcCCscMPJzof/4pfoOT9qunH6y/KbPMveMo9z6B7OcDuhSSujfr4Q+op/jJPFC\n32nJ5rWwjn+4/GBTkFcp5Onv/Qsy/QRk8TkVHF95GrDve+zvO7S/ynAoy8rUvrRCi5rUdeDcOedp\ncnOA02p/py+ZC+vsV2zzV3ViX8dkaQnkgT22eRU6lQFlJY4WoapOXqWuO7eEAJCFBU6/vJVSVlqO\nSt/f/t2QX38GabXC+uyjavl2bYP+twfV9AX5gP1EvWKQtQe0Cuuv6kK0Vv4MW/C60Em4PvU5nFv2\nge0zLxDU7Pu5ao4TsrRU1Y99uFBuhZBiWw6nrkYpHeutlFLV3ZnT1X6+PHsGcum7qsyvPA19xRLH\nsllHD1Lvt3P3OmoVt1X7d1yxNe/8OpTS0XUtszLK11vb9iqlhP7O65C7tjrKBqDq+3cWnPc9VtOi\nJktLIZO2wDp5LPRRAyETf1Qv1MKPSS6i7bf2ici2EJYISOwDNE21dhXmQxsyFiIgUJ3l/HEY4sZb\nnN4nszKgT/obEBIKnD0D2f5GoJqmc2m1qlT+yEjIj9+pPEHdupC2FRHmEMjkHZBnz0C7cwAAQH/j\nBYgHh0DYHlf5GcXn1A8j7AfGgrzK05SWOlrvkJsDhIZVP78KK63o8WdoAx9X34VtTJ/oEOs8fX4u\nkHkKomW571eJAAAgAElEQVTraudZ7WfZxmWIwODyz/49GSK6PfQ1X0N0vhnCVlZZWqpWerNZhZPA\nYEAzQfj5qfcV5gMBQRCapqZNOwZxXRTkR28Dlgggtmf5Z2omwGQC/Oo4bkMkf98LNGoKYQ5RB6AN\n36lCnt+SZi2DPFcIfeGbMI20HUTTU9X/KXuBNjeo+R35HfrUZ6G99C+IyLbqudwzQFB9dUAtLQFC\nw6DPnQzt3nigTQcg2KzWk7IyiL+OUPejDQ2HaN4SMj8XIri+0/enTx4LANCmfQARfk3591paArns\nQyCyDUSnmyACg9TzC+dA1q0H7YU3IK5tBZmeCv2Vv0H8ZQRE3/vUm4sKoY8aCO29VRCaSb0vM13t\nuOo3gOjUDfK3HZCL5qgdYJsbgAN7oM1bBtStB+hW6LNfATrdBO3hpyG/+Qyi001qPr/twNkfv1TT\nnjgGNL0O+r9egvaPt6Fv3wgEBEIe2g8hBMRTL6q6ysmGaHKt84pjO0ijrFR9p8XF6mBYWADtiWcB\nCYi6dW1fxnk74XOFahuQAISA/H4lZOJP0GZ9BAQGQX/6gfKJ81QIQlEhUFwE+f0qaP+cD33yGKBZ\nS2ij/w65PRHaHaolXaYdh/7qKGjvrYLqApEQmgnSaoUwmZzqUBYVQh/zF2ivL4Bo2KS8fLoV8r8r\nIH9Z71jf9C3r1Pa3I1E9V1KiAkx+LuTKjyC3rgNycyC/XVG+LgcGQx5Mhlz8JtC6HbTnpqr11LY+\nq4NtZvn+5/e9kH5+0N94Adqov0P/91tq3Xp0lNqu2rRH2b7dal+zLwnS5Af9zVeBG2+Gdkd/dbeX\ngGDI7RvVOLH6DSDadwEyTjqCvPw9GYhurz7j5ZlAy2i1rebnqvrLywF+rTCOtrAA8rvPy7vqsjMh\nv/y0/CAGALZB4NbJYwFbnctvElToKSuF/PFLNV3mSfUL/43/U4+Li6H/U20/OFekypGbA5jrQ678\nSD2X+CMQ2RbaXQ+oFpZP3i3/3KJC6DMnAvUCYBr9ijp4j+gH8ego2+tqntIWnuXab1QdbV0P+NvK\nefaMGp/Wsg3wx2EVXEL8bfVuta8QAKDC+JZ1wLEUICAQ2uylwImj0D993/GjGn3cQ9Ceex3ywB6I\nXndB1AtU68lJtX8qWfcdRFSMIzjLfUkQjZqq925dr4LWuSIgIFBtYxGNoK/7FnLXLzCNfVW95/Ml\nTsNrdNtdGsS98ZDfJKgnS20h9ruVkCvLx8LJjf9T++MK9VuRvuF7dUP3Yym2OjoH+cNqyJjOap8C\nQH9tPESXWyDTjgP7dqn5lpZUPWLDag9QZY7X7SctyM9VDRFAefi2jxM8mAy5dL76OzMdsH1HyMlW\nJ8fHDqlt54OZkCY/wD6+vLD6E0xZfA6o41/h8hwlkEd+h9yzDaJjN+jLFwEH9gA33gLRtTvk6qW2\nZbDW+PhwId1oU09KSsKSJUsgpUTv3r0RF+fcfVhWVoa3334bhw8fhtlsxvjx4xEeHg4AWLVqFdau\nXQuTyYQhQ4agY8eObhUsLU01w+rLPlArXWRbwNbFIHreAbllHcSARyC/SYA26hXIU2nQbukDQO0E\n9YWzob06D/qiN9U97AICHQlde281hL15NSsT+kvDIGJ7QhYVQhs6FvrU56A99SIQGg595stA+glo\nI1+G/v1q4PghoKQY2j/eAur4Q5/4JES/v0LcOQBy9ScQPf6sDmZ7tqtw064T5H/eg9yytnzhIttC\n+3M/iC7d1c5l768QrdpCnzcZiGgMEdMZos99EBXGUMiCfCD3jNqB1AuA/uJwaLM+chzs7AcVAECz\nFtCGjlUHwIZNoM/6O3AsBWLgUIhrIyHTTwBSQq77L9CwMXAwWe2U83Ohf/S22qB/2QAc2qfOBP39\noT0+HrL4HERwfehvvQbt9QXQJz4F+NeF6HsfxA2x6sBx6gT87+qPkl3b1c47M119dz+sVk3UjZpB\ne/hp6J//W4WHSXPVzrhxc2jDnoE8fkjtKDr+CfhtJ0RsT4jYHpBHUyC/+hSIjlH3gU37A0hVZ9va\n3+cARQVqOQFoY/8BlJVCf+d1iBHPq5Ae1hDyy/8AzVpC9LoTonUM9H+MBvz9gboBEPcNAjLTIdd8\nDYSGA1kZgL8/RKeb1cErNwcwaSqs2Vq8xJ9uVd9TsBli0HDIhXMgbu8HlBarA74lAvJ/XzjqUNz9\nAOS3FX7JVcdfhcEGYao7s2FjtSOwT9//EdWtdvaM+nxLuGMbcEzT48/q11CNmzl2ijD5qWnzzqo6\nsO9EYjqrVgD7dOfTNEAIiCCz81mxnSVczbv4HFBaCu3pl6B/uwLYtwvi/r+qgJz4IxBkhuh8M+Sm\nH9X6mnGyvPUhIFAdtArzgWYt1QmJvQXxhq4QIaHlB+qq+Nd16t4QXXtAHj+kPqPJtUCaraXKZAKa\nt1LbwLEUFVbTU4GAIPX/DV3VQc9qheje17me7hwA0ede6C9WGJMaYlHL719XHUCEUN+DvUtM05y6\nwMSI54G045Bff6aesNe1vR7OP3EMCAJatgb2JqnHDRurZbJ9L0hPVZ9lDql8a73W7YDUoxC39AW2\nbwTa3HDhm1NHNFInSNs3Ak2vg7i+Y3lYAqC98aHqCrouCqJZi/LQFdFIHbgL8tTfJcUQg54Aft2s\nAqquA/UCyruE7PVwqUMRru9Yvq5aIoAzWSoUNb1O/V3VQfe6qPIQUWF9EH/uB9QNgPx6Wfl0IaGV\nb/7euLn63k0m5/VswGOQP38PbcgYyD+OQLRpD33xPOD4IWhT3wcy06HPmaS+vxenQ18yD+L+wZAJ\nC4FmLZzru20H4Pdk4LooaHfEQV8w3baM4TCFhsN63jaujXkVaNIc+qujynt82neBuPFmiC7doY8d\nrKab+yng5wd9/lT1eSYTxF0PqHBmO/6JBx6D/PzfEF26Q8Q9pLo4G4QBOVlAsBlo1AxI2Ve+3A8O\nUceiOv6qlfFtNWZcm/o+cPIP6KuXqm3h+GH1htbtIHrfC/n+DKDjnyA6dIXcuh7ixlug9f0/yII8\n6NNfgjZ4BMT1HaF/vxJyxRKIoeOAc4WQ+3ZBxHSG/GQBtBfegEzeCbl/d/l+r1FTIDMd4p6BqmEj\n6nrgaIrazwUEqe2wdTtg1zaggaW8ZbDC8thPfLT3v4AQAtbxD6njXFhDtd9v2ATISIP4v8HqmGMX\n1Q7iT7dCdO0O5J1V9RHWENrgEZBZGWj28IjK66OHuAxquq5j7NixmDRpEkJDQzFhwgSMGzcOTZs2\ndUzzww8/4Pjx4xg+fDg2bdqEX375BePGjUNqairmzZuHadOmISsrC6+99hrmzZvn1o2aHUHth9WQ\nyxdVP2GFHaQY8bwKEu/9C2gdA9PIl2F99w1g5yY16dsJ0EfFA51vgnZHf8iMk5D/WeBY+cVt90B7\n6Cmn2cu9v0IeSIbW/2GneSEgUDUXW8uAIDPQvCVw4De1slvLgKh2lXcCQPkO2GQCotsDqUeBvLMQ\nt90NmX4Cosm1kGu+hripN2TqEbUDvrmParmwNfWKIWMhv1sB02vlZ4/2s0WHBmFqR2Ytc72jPH/n\nGmR2bvVr1EwdoI4fUo9NJiDsGqB+CLR74lXAtBF3PQC/nNMo3bcbovNNagyDrdza/BWQqz5WB8Um\n10K07aDGnrRqo3aumgY0bwWtz73Q331DbTAFeap+zmuGFrE9IW3dpWLIGNWtXZGfX3lA6XILsGMT\nxP/9pbzV0kYbPxn6+u/L15FX50H/9D3VUubnp8ozeAREy2jI9BPQP/83tO59Vbfizz9AG/sP6J99\nCGRnqG4dqasD/65fHN0d2phXnb8jW8ATj44Cjv4OmfiTCnG7t0O750G1wyjMh772WyBpC7RX5wJn\nc1Tr0pksNYj+hq7Q/vok9KnPqQN33QBocz4GTCbIb5ZDfvkfiOHPQkS2hT7lGYgHHgN+T4bcvNZR\nJphM0OdMgnj4b5C7t0Eb9XcIIRCYl4O8Zx6ttJqIux9UJyI5WZCJP6kdaKOmKvzbLyVgCYe4pS/k\n159B3HSbOqHqeQfQ5gaI5i3VwfFYimpNyjylWieLCtQ6lnlSHVh2boY2bDxQkK8+IzcHMvFHiEf+\nBvnxfHVgkFK9Jz0VYuhYiJtug9BMsL7wOHDmNES/hwBLOOTiuc7BKKwhxD0PqoNR/VCIdh2hf/kp\nRLdekP95Tx3cC/KBs9mO6WHrXhOxPYFO3dQB79Y7ASmhP1l+0ioeeEyF5vxctc0FBAJHDkKbOEt1\nHycsVN/9i29An/dPdSDte786Mfr5ByA3Rx0ESkshN/0EcXNvyD07IO5+UG2f6akqYBzaB33GyxAD\nH4fofBNERCPoP30Nuex9BIx4DsVde6qTUk2D3LlZLVeraGiPjVYtOdHt1XKdSoNo1FS1du/e7jgI\niyeeU/ug2+4GMk5CtOukDq5/nwNxXaRqefCvq+queUvI/y6H9vw06O9OU/ur+wap+h8yBqJrDyD1\nqDoAN24OfcEbldYpNG+ptpWUfeWtlLZ1Cdc0hTbgURV2NBNw6gTkr1sg+t6v1qP8s2r/FRAMNGkO\nUbce9LX/hVyxuOqB5XX8oU1fCBzaD/2d11UZ7olXJ9uaBllYAH3sYIi4hyEaNYP8dTPQuDnEHXGO\nrtDzw6cYPALy0/fV33EPQ7s3HvqHs1RAuftBiPsHQ5/9imqVjWgEuXopxKBhQEEB5LpvgKYtIJq1\nAJo0R8i9A5G7aa1aPypq3BwICYV2z0CgcXPILWsh9+1WJ5pJqnsPIRZ1/Ek7DjHgUYhb74QIDFbD\nJErOQe7YBNHrLuDwAegLZ6v1tEVrmJ55Tf3Sct5kYP9uFX40DaJ5q/KWuUbNgKBgiO63Q3TtAREQ\n6CiaLCpUJz3NWwKBQaqFOvlXoEVriKBg6FvWQS6cDXFzb7XerP+ucr1UXCf6P6LGXUe2BbIyVIOG\nrRyi9z2Qm9ao9TftOMSDQyF3bYVo1QaiSw/oU591zEebNBcIDVO9C58tVMtbv4GtxypcrXvHUspP\nRILMEO1vhDz5B0SrtqohA4D2+gJ1Xdd6AeUNPLpVnQylHoX8fhUAoPk3zkNWPMllUDt48CBWrFiB\nl19WXUirV68GAKdWtddffx3x8fFo3bo1dF3HiBEj8OGHH1aadurUqRg4cCBat3bdBWcPavYvRC6c\nUx7KItuqM7uTf0Dc9xcg1AK5e7tK3eeK1EH92lYwvfKm6us/8BuktQxabE9YRw5UZ9cVxwFFXQ+k\n7IPoeYfqRqiGPHtGBYc6/iqt79mhmp4Xvwn8cQTai2+opteSEmi39FEbQ4vWqouh45+gz5wIER2j\nuilaRkNf+ZHaMefmqPDSqo1qffrPe8Du7RA33QZc01Q1yZ8rUmcD360ETp0A2twA03OvO5VPX/uN\n6mps10mdgabsVeMtNq+FCA2H6HYrEBCkDgK33gWENIBoYOu2lBLYtVWNc2vXWZ39n80G6gVC1G+g\npjmwR+0kBzyqWn6uiyp/LSdbBdAWUagfFo68PNuYjNJSyP8sgPjrkxB1VJeBLCxQO4J6AbYuF6la\nEqsI8PqWdZCb10IbOER1peo6EGKBqFMHMj8Xct23kF98ArS/UbWGTnsBOH0K2vNTVTdfWZmjW1Ot\nT7o68ObmAC2jHd2wctsGCP+6jhYaefgAxM19IOrWq3pdKCtVO77YnipIaiaguEi1SJlDVLeOZoIw\nmRzfr1z3LVBaAu2OOLXc4deoz5eyymVXdfKLOjO1d/+eK4I+ehBEv79Cu+8vjudgMjm+X8DW3R1k\nrjRf1R13FqJ+qHpcUgxh6+axM5vNyD17tjwQlZYCdfwAoZWXw7bbcDxOO67WFUu4ei31KFCnjuq2\nHfYMtJtuq/p7zD0DHEkBWl+vukODgqueLmUv0Kqt2rb96gC6FfK7zyG/+A+0uZ+Wdx3rVkc55blC\nyIRFEA//TR1Y/fzcOkl0moeUKiDlZAMtW0PUC6z6PWey1PakmSB3blahBYAYOs7R0g8A8sRxoElz\nQErHTv9SyLIypxZ3QA3jqN+ggWPbc3qtmnXMaZpD+9Wg+pR9EDfeDG14+UFPHj6gtpcK85B7djhO\nQLT3vwB2boK+YDq0BatU0Ot5B0S9gMqfczBZ/Xikin0YoNZn+f1KyK8/g/bPdyAaN7/wl1HVshz4\nTfWGnEd7a5nqbjxxDPo/RkM8Nhpajz87v7eK7xZQJ+0oKQaC60Of/pJ6smKr3aDh0G6/X01rC0fC\nHFJ5PlVsc3Zmsxl5eXm2/WmaGtKwdb1qWex0k2MohywtgVy+CHLtf6GNeRVy8xqg458gtyeqkztb\na1GV342uQ5/+InD4ABAdA9Pzal3VVyxWQwfe/RzCrw70b1eoLuaK39/ktysPc3BBFhWqfV/WKcg9\n26E9Ngb6+m/Lx31HtwcO/qZO2O1jG22tWtqoVyA6xkIePgB92vMQ/f4KZJ6C3PQTtFGvAG07lA+h\nAGB94n6gQRjEbXdD3DPQ6TvQP/835Hefq2NDcTH0rz4Fjhx0Xj5bb5ssyFfDp3JzYPrgS1RH3/g/\nSNsQBK8GtS1btmDXrl148sknAQAbNmxASkoKHn/8ccc0zz77LCZOnAiLxQIAGDNmDKZOnYqEhARE\nR0ejR48eAIAFCxagc+fO6Natm8uC2YMaoMbf6C+PgDZnKZCf5+izlyl7VVio46/GL5hMEJoG/etl\nQGg4tO63V5qvfYcl885CJv+qDuLmEDUmqX4oRFiEy7JVxa0d4R9H1MHTEl75tYI8FSpCQi88j3OF\nqqWoqBAiotEllbWm2Xc2tUFK6WgNFAGBKmQdOwSt5x218vneIA/8prqvqliPPMGT9Sd/3wu0iHIK\nkZ4idStga4U2GqnrkFvWQnTp4XQgqWmeqDuZmQ7UqeM4ibvgtGfPqFbNNjeoH60k/gSt9z2u35eb\nA+jWaj9DSqmGXkRe71a4rm4eKrAXqRP7tGNqTJ6NvmmNapEMqDp8u5o38nIg9+wEDv4G0a2XOkG+\nTNXVn8zLBTQ1LOGC5SrMB44dgrje9RAjefqUOnmxn6wXFwOpR8rH6+pW4Nw5iMAgdYJ37JDalj30\nq3PHuNDMdOiL5sD04nTI4mLo/3pJdbe2vh4Ib+Q4odG3bXR8x3L7Rmi97qo8z4yTQGkJRNPrql/m\nsIbOJxx5uUBAAPDHUadx3FK3qrHd1zSpalZqGilVeD+ThaY3xlY73eWqkR8TePqn5CKiEbQFq1Tr\nRIXB2iKqXfnfdcp/8WhvaahyXrYKEuYQ1WJl1zL68sroxsormres/jUXG6BjOvsZ/XmD1q9WQgjV\nxWR/fG0kxLWRXixRzRNt2nu7CG4Trdu5nuhS562ZVIuGAQlNU2PGfNDFnACKkFDVnQ2oFmk3QhoA\nR0t8ta8LoYaPXAbHvr5egOoePe/EpmJL5yXNu34oRPe+QPear2dhdm9/LwKD1dg+d6at8OMmwPbj\nngq9D0IzOQbzC01TYyg9yN7bICIawfTidEcZTK/MqXJ6LbZH+XurCGkAIBo2vvBnnrfMQIXv9rzl\nE5oJuEBIA2zrQd165T9mqCEug5rFYsHp0+UD8rKzsx0tZ3ZhYWHIysqCxWKBrusoKipCcHBwpffa\npzlfcnIykpPLL3gZHx+PJk0u/AWRsZnN7gVPMibWn+9i3fk21p/vSkhIcPwdExODmJgYj8zX5SCJ\nqKgopKenIzMzE2VlZUhMTETXrl2dpunSpQvWr1eDQDdv3oz27dUZf9euXbFp0yaUlZUhIyMD6enp\niIqKqvQZMTExiI+Pd/yruLDke1h/vo3157tYd76N9ee7EhISnHKMp0Ia4EaLmqZpGDZsGKZMmQIp\nJfr06YNmzZohISEBkZGR6NKlC/r06YO33noLY8aMgdlsxtix6to3zZo1w80334zx48fDz88Pw4cP\n91j/NhEREdGVzq0xap06dcLcuXOdnouPj3f8XadOHTzzzDNVvrd///7o37//ZRSRiIiI6OpkyFtI\nebLJkGof68+3sf58F+vOt7H+fFdN1p1bdyYgIiIiotpnyBY1IiIiImJQIyIiIjKsGrng7eVwdQN4\n8o6RI0ciMDAQQgiYTCZMmzYN+fn5ePPNN5GZmYmGDRti/PjxCAxUF59dtGgRkpKSULduXYwcORIt\nWrQAAKxbtw6rVql7ow0YMAC9evXy1iJd0d59913s3LkTISEhmDlzJgB4tL4OHz6M+fPno7S0FJ07\nd8aQIUNqfRmvZFXV3/Lly/HTTz8hJETdlmjw4MHo1EldqX3VqlVYu3YtTCYThgwZgo4d1UVPq9uf\nZmRkYO7cucjPz0fLli0xevRomGwXIKXLk5WVhbfffhtnz56FEAJ9+/bFPffcw+3PB5xfd7fffjvu\nvvtu72970kCsVqscNWqUzMjIkKWlpfK5556Tqamp3i4WSSlHjhwp8/LynJ77+OOP5erVq6WUUq5a\ntUouXbpUSinlzp075dSpU6WUUh48eFC+/PLLUkop8/Ly5KhRo2RBQYHMz893/E2et2/fPnnkyBH5\n7LPPOp7zZH1NmDBB/v7771JKKadOnSp//fXXWlu2q0FV9ZeQkCC/+uqrStP+8ccf8vnnn5dlZWXy\n1KlTctSoUVLX9QvuT2fPni03bdokpZTy/ffflz/88EPtLNhV4MyZM/LIkSNSSimLiorkmDFjZGpq\nKrc/H1Bd3Xl72zNU12dKSgoaN26MiIgI+Pn5oXv37ti2bZu3i0Ww3VT8vN+dbN++3XGGd9ttt2H7\ndnVT2m3btjmeb926NQoLC5GTk4Ndu3ahQ4cOCAwMRFBQEDp06ICkpKTaXZCrRNu2bREUFOT0nKfq\nKycnB0VFRY6LV996663cTj2sqvoDqr493/bt23HLLbfAZDKhYcOGaNy4MVJSUi64P/3tt98c91zu\n1asXfvnll5pdoKtIgwYNHC1i9erVQ9OmTZGVlcXtzwdUVXfZ2dkAvLvtGarrMzs7G2Fh5TfptVgs\nSElJ8WKJyE4Igddff93RHNy3b1+cPXsWDRqoe/Y1aNAAOTk5AKqux+zs7Gqfp9rhqfo6//mwsDDW\nYy35/vvvsWHDBkRGRuLRRx9FYGAgsrOzER1dfq9iez1JKavcn+bl5SE4OBia7WbXYWFhOHPmTK0v\ny9UgIyMDx44dQ3R0NLc/H2Ovu9atW2P//v1e3fYMFdTIuF577TWEhoYiNzcXU6ZMqfJerLzrhG9h\nffmWO++8Ew8++CCEEFi2bBk++ugjPPXUU5c0r6paB8izzp07h9mzZ2PIkCGoV69epde5/RnX+XXn\n7W3PUF2f7twAnrwjNDQUAFC/fn3ExsYiJSXF6awwJyfHMdDSYrEgKyvL8d6srCxYLJZK9Wt/nmqH\np+qruumpZtWvX99xcO/bt6+jt+FC9VTV/tRsNqOgoAC6rjtNT55jtVoxa9Ys3HrrrYiNjQXA7c9X\nVFV33t72DBXU3LkBPNW+4uJinDt3DoA609i9ezeuvfZadOnSBevWrQOgfp1kr6uuXbti/fr1AICD\nBw8iKCgIDRo0QMeOHbFnzx4UFhYiPz8fe/bscfxChjzv/HGFnqqvBg0aIDAwECkpKZBSYsOGDY4d\nGnnO+fVnP8gDwNatW9G8eXMAqv42bdqEsrIyZGRkID09HVFRUVXuT+311L59e2zZsgUAsH79eu5n\nPezdd99Fs2bNcM899zie4/bnG6qqO29ve4a7M0FSUhIWL17suAE8L8/hfRkZGZgxYwaEELBarejZ\nsyfi4uKQn5+POXPm4PTp04iIiMD48eMdA6AXLlyIpKQk1KtXD08//TRatWoFQO2gVq5cCSEEL89R\ng+bOnYu9e/ciLy8PISEhiI+PR2xsrMfq6/Dhw3jnnXcclwcYOnSo15b1SlRV/SUnJ+Po0aMQQiAi\nIgIjRoxwjHlatWoV1qxZAz8/v0qXCKhqf5qRkYE333wTBQUFaNGiBUaPHg0/P46E8YT9+/fj1Vdf\nxbXXXgshBIQQGDx4MKKiorj9GVx1dbdx40avbnuGC2pEREREpBiq65OIiIiIyjGoERERERkUgxoR\nERGRQTGoERERERkUgxoRERGRQTGoERERERkUgxoRXTGmTZuGDRs2eHSey5cvx1tvveXReRIRuYtX\nOCQiwxk5ciTOnj0Lk8kEKSWEEOjVqxcef/zxC75vwoQJNVIe3peRiLyFQY2IDOmll15C+/btvV0M\nIiKvYlAjIp+xbt06/PTTT2jZsiU2bNiA0NBQDBs2zBHoJk+ejJ49e6JPnz5IT0/HggULcPToUfj5\n+aF9+/YYN24cAODAgQNYsmQJ0tPT0bhxYwwZMgTR0dEA1C1e5s+fjyNHjiA6OhqNGzd2KsPBgwfx\n8ccfIzU1FRERERgyZAjatWtXu18EEV01OEaNiHxKSkoKGjVqhEWLFmHgwIGYOXMmCgoKKk332Wef\noWPHjliyZAkWLFiAu+++GwCQn5+PN954A/feey8WLlyIe++9F9OmTUN+fj4AYN68eYiMjMTChQsx\nYMAAxw2zASA7OxvTp0/HAw88gMWLF+ORRx7BrFmzkJeXVzsLT0RXHQY1IjKkGTNmYOjQoY5/a9as\nAQCEhITgnnvugaZpuOWWW9CkSRPs3Lmz0vtNJhMyMzORnZ0NPz8/tGnTBgCwc+dONGnSBD169ICm\naejevTuaNm2KHTt24PTp0zh06BAGDRoEPz8/XH/99ejSpYtjnj///DM6d+6MTp06AQBuuOEGtGrV\nCr/++mstfCNEdDVi1ycRGdLzzz9faYzaunXrYLFYnJ4LDw/HmTNnKr3/kUcewbJlyzBhwgQEBwfj\nvvvuQ+/evXHmzBmEh4dXmkd2djbOnDmD4OBg+Pv7V3oNADIzM7F582bs2LHD8brVauVYOiKqMQxq\nRORT7KHJLisrC7GxsZWmCwkJwZNPPgkA2L9/P1577TW0a9cOoaGhyMzMrDSPzp07IzQ0FPn5+Sgp\nKa/E7dYAAAGFSURBVHGEtdOnT0PTVOdDeHg4evXqhREjRtTEohERVcKuTyLyKWfPnsW3334Lq9WK\nzZs348SJE7jxxhsrTbdlyxZHqAsKCoKmaRBC4MYbb8TJkyeRmJgIXdexadMmpKamokuXLggPD0dk\nZCQSEhJQVlaG/fv3O7We9ezZEzt27MCuXbug6zpKSkqwd+/eSuGRiMhThJRSersQREQVjRw5Erm5\nudA0zXEdtRtuuAFdu3bFmjVr0KJFC2zYsAENGjTAsGHDcMMNNwBw/tXn0qVLsXHjRhQVFSEkJARx\ncXHo06cPAPWrz8WLF+PUqVNo1KgRhg4d6vSrz3feeQdHjx51/OqzsLAQo0aNAqB+zLB06VIcP34c\nJpMJkZGReOKJJxAWFuadL4uIrmgMakTkM9atW4e1a9di8uTJ3i4KEVGtYNcnERERkUExqBEREREZ\nFLs+iYiIiAyKLWpEREREBsWgRkRERGRQDGpEREREBsWgRkRERGRQDGpEREREBsWgRkRERGRQ/w+x\ny90h8+5vLQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be8d9978>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dH0Bw0fXO5Z3TlJoWE5Ty8xr/fur4fab4kZFxE0Hs3DUAmLIRyLY7Z2+zxksQ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\ntX576yM5hxoKXR8w2JJGtTb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ocMONgWXatUkhZOSdB4Dsuo/6TQ/GmoCo3NMEZMgyCNwd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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be807a58>"
]
},
"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": 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G58PUPBdTpSYmJBQA54rrYcsm7NJvPY5ORETEe0rIxBMmtjLmlvuwa1dhrfU6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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be8dd828>"
]
},
"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": 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AdrtdD9qqqqrAwtCbVPAgU2UZgjrGGJgrOeT7mGj3rKoM73UJIYQQQmoRckau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\nIiIil2IgR0RERORS/x+bV6q5pq9W3AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be739fd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AgBEjRmDs2LF4+umnrX1HjRoFX19fdOnSBT179sTy5csxbNgw+Pr6Ys+ePWjVqhVCQ0PR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IhxxhxkWZ295RUdTkFXN2sRK7KOmNO2ueK4rMewc03+5byZ9P+TK7z43alTUKvHItYHNcvr9UdO\nQCRpdn9PrtAyHf++eJbtsRvKvWiwKcLK4XA4nOLhwfqcEcFb5BqShWInivZ2sH6hG9taxJyC9XNg\n3ZyIquzdsJX1zd++2RLCcVPLTK5t0zH0dTgFQcCbVy1CnZ7tWOFzcVHF4XA4owi3iHH2mKcunAW3\ndY2mvQhbzb1wCpdi2VvaH4g9YyoOIRRdYNe6uUOdVUuwfvZvvjajAl+emMHajihe3xbKeUwixDgc\nDoczunAhxtlj9qUIA4ZpESsmWL/QGDHmtElclwoUtZYm+1sCiefKJTTZc79q0Tg8tLoLs2pKIIkC\njpxchmsOq895zAllHtsMRw6Hw+HsW7gQ44w59lURWRa7Y9kJQRUqKkuyX6tcTZ1c4cXkCi92DCa1\nfVAdaP7V+XOrUe5z4dnP+qlII2Lq1FmVlvby6vQcDoczFuAxYpwxB7vOYqEUVdDV7jObD50On6si\nvh1VJS7c+/WpALSVEhrLtTivb8yrxhVfqqPbNZR7calejX40i/hyOBwOZ+TgFjHOmINdZ3FvUKgb\n09YitgdVPCp8Es49sBpVfhf8bm3JoOlVPtM2kihwlyKHw+F8juAWMc6YY1gWsT0o6Oqk93Id/6fH\nNaDWb8xzagsIjv/LeTMxo9qHqhIX/uFQOoLD4XA4ny+4RYwz5qAxYkVU59qTtSad2+H83aETS1Hq\nldATywAATp9diRP5Uj8cDofDscAtYpz9GjtRNByLWDFKzG5TO6tYMQHxkijQZYU4HA6HwyFwIcYZ\nc4h56ojt6WJLhZavAIDffG2y47EXTijFzGpzjBeHw+FwOCzcNckZc9C1JvdWsL7lbwFAsEBrVsBt\nbPcfh9TiP1A7cg3jcDgczucObhHj7NfYL3GUxyJm86NiFiW3+/13FtoXSGWXdnrsfC3YnsPhcDic\nQuFCjDPmMCxihf9muO7Kcq+EqZVelLhFlPuyrWKTyr14+KxpAAq3mnE4HA6HQ+CuSc6Yg13XsVCG\nW77ij+dMpxa4+lI3MjYLQY4rtV9om8PhcDicfHAhxhlzsOs6jjTXHzEe9YywYtfR/NkJjVCUvXBQ\nDofD4Xxh4UKMM2YpJu7ryw2lCPbE82533FTnWl9+N3c9cjgcDmdkGZEYsRdeeAEXXHABIpHISOyO\nwymMIkxily2owy++Ojn/hhwOh8Ph7EP2WIj19fXh008/RU1NzUi0h8PhcDgcDucLwx4Lsb/85S/4\n5je/ORJt4XCyyFVcdW/EiHE4HA6Hsy/ZIyG2Zs0aVFdXY9KkSSPVHg5nj2ks51mMHA6Hwxkb5A3W\nX7JkCUKhEP1bVVUIgoALL7wQy5Ytw09+8hPTdxzOSHLEpDJ0R9NZn996fAMayuwF1wUH1eC8udV7\nu2kcDofD4ewxgjpM9dTW1oYlS5bA6/VCVVX09/ejqqoKd955J8rLszPPNm7ciI0bN9K/Fy9ejHA4\nPPyWc0YVj8eDVCo12s3gDAN+78Y2/P6NXfi9G9sEg0EsXbqU/j137lzMnTt3j/c7bCFm5eqrr8Yv\nf/lLlJaWFvyb3bt3j8ShOaNAMBjkQnqMwu/d2Ibfv7ELv3djmwkTJuyV/Y7YEkd7awFmDofD4XA4\nnM8rI1bQ9f777x+pXXE4HA6Hw+F8IeCLfnM4HA6Hw+GMElyIcTgcDofD4YwSXIhxOBwOh8PhjBJc\niHE4HA6Hw+GMElyIcTgcDofD4YwSXIhxOBwOh8PhjBJciHE4HA6Hw+GMElyIcTgcDofD4YwSXIhx\nOBwOh8PhjBJciHE4HA6Hw+GMElyIcTgcDofD4YwSXIhxOBwOh8PhjBJciHE4HA6Hw+GMElyIcTgc\nDofD4YwSXIhxOBwOh8PhjBJciHE4HA6Hw+GMElyIcTgcDofD4YwSXIhxOBwOh8PhjBJciHE4HA6H\nw+GMElyIcTgcDofD4YwSXIhxOBwOh8PhjBJciHE4HA6Hw+GMElyIcTgcDofD4YwSXIhxOBwOh8Ph\njBKCqqrqaDeCw+FwOBwO54vIqFnEli5dOlqH5owA/P6NXfi9G9vw+zd24fdubLO37h93TXI4HA6H\nw+GMElyIcTgcDofD4YwSoybE5s6dO1qH5owA/P6NXfi9G9vw+zd24fdubLO37h8P1udwOBwOh8MZ\nJbhrksPhcDgcDmeU4EKMw+FwOBwOZ5Rw7esDrlu3Dn/+85+hqiqOP/54nH322fu6CRwHrr76avj9\nfgiCAEmS8POf/xyRSAR33303enp6UFdXh+uvvx5+vx8A8Oijj2LdunXwer24+uqrMWXKFADAihUr\nsGzZMgDAueeei2OPPXa0TulzzYMPPoi1a9eivLwcv/nNbwBgRO9XS0sLfv/73yOdTmPBggW4/PLL\n9/k5fl6xu3dPPvkk3njjDZSXlwMALrroIhxyyCEAgGXLlmH58uWQJAmXX345Dj74YADO/Wl3dzfu\nueceRCIRTJ06Fddeey0kSRqFM/380dfXh/vvvx+hUAiCIODEE0/Eaaedxt+9MYL1/p100kk49dRT\nR/f9U/chsiyr11xzjdrd3a2m02n1xhtvVNvb2/dlEzg5uPrqq9VwOGz67G9/+5v67LPPqqqqqsuW\nLVMfe+wxVVVVde3ateqdd96pqqqqbtmyRb355ptVVVXVcDisXnPNNWo0GlUjkQj9P2fk+eyzz9Tt\n27erN9xwA/1sJO/XTTfdpG7dulVVVVW988471Y8//nifndvnHbt7t3TpUvWFF17I2nbnzp3qD3/4\nQzWTyahdXV3qNddcoyqKkrM/veuuu9T33ntPVVVVffjhh9VXX31135zYF4CBgQF1+/btqqqqajwe\nV7/3ve+p7e3t/N0bIzjdv9F8//apa7K5uRnjx49HbW0tXC4XjjzySKxevXpfNoGTA1VVoVpyN9as\nWUNnaccddxzWrFkDAFi9ejX9fObMmYjFYhgcHMQnn3yC+fPnw+/3IxAIYP78+Vi3bt2+PZEvCHPm\nzEEgEDB9NlL3a3BwEPF4HDNmzAAAHHPMMfxdHUHs7h2ArPcP0O7pEUccAUmSUFdXh/Hjx6O5uTln\nf7phwwYcdthhAIBjjz0WH3744d49oS8QFRUV1KLl8/kwceJE9PX18XdvjGB3//r7+wGM3vu3T12T\n/f39qK6upn9XVVWhubl5XzaBkwNBEHDHHXdQc+2JJ56IUCiEiooKANoDPDg4CMD+Xvb39zt+ztk3\njNT9sn5eXV3N7+M+4N///jdWrlyJ6dOn49JLL4Xf70d/fz9mzZpFtyH3SFVV2/40HA6jtLQUoqjN\ns6urqzEwMLDPz+WLQHd3N3bs2IFZs2bxd28MQu7fzJkz0dTUNGrv3z6PEePsvyxZsgSVlZUYGhrC\n7bffjgkTJmRtIwjCKLSMM1z4/Ro7nHLKKTj//PMhCAL++c9/4q9//SuuuuqqYe3LbmbPGVkSiQTu\nuusuXH755fD5fFnf83dv/8Z6/0bz/dunrsmqqir09vbSv/v7+1FVVbUvm8DJQWVlJQCgrKwMixYt\nQnNzs2lmNzg4SAMZq6qq0NfXR3/b19eHqqqqrHtMPufsG0bqfjltz9l7lJWV0cH7xBNPpN6CXPfI\nrj8NBoOIRqNQFMW0PWfkkGUZv/3tb3HMMcdg0aJFAPi7N5awu3+j+f7tUyE2Y8YMdHZ2oqenB5lM\nBu+++y4WLly4L5vAcSCZTCKRSADQZgqffvopJk2ahEMPPRQrVqwAoGX4kPu1cOFCvPXWWwCALVu2\nIBAIoKKiAgcffDDWr1+PWCyGSCSC9evX0wwTzshjjesbqftVUVEBv9+P5uZmqKqKlStX0g6LMzJY\n7x0ZxAFg1apVaGxsBKDdu/feew+ZTAbd3d3o7OzEjBkzbPtTco/mzZuHDz74AADw1ltv8X52hHnw\nwQfR0NCA0047jX7G372xg939G833b59X1l+3bh3+9Kc/QVVVnHDCCbx8xX5Cd3c3fv3rX0MQBMiy\njKOPPhpnn302IpEIfve736G3txe1tbW4/vrraZDxH//4R6xbtw4+nw/f/e53MW3aNABaJ/TMM89A\nEARevmIvcs8992DTpk0Ih8MoLy/H4sWLsWjRohG7Xy0tLXjggQdoCv23vvWtUTvXzxt2927jxo1o\nbW2FIAiora3Fd77zHRpztGzZMrz55ptwuVxZ6fN2/Wl3dzfuvvtuRKNRTJkyBddeey1cLh6JMhI0\nNTXh1ltvxaRJkyAIAgRBwEUXXYQZM2bwd28M4HT/3nnnnVF7//gSRxwOh8PhcDijBK+sz+FwOBwO\nhzNKcCHG4XA4HA6HM0pwIcbhcDgcDoczSnAhxuFwOBwOhzNKcCHG4XA4HA6HM0pwIcbhcDgcDocz\nSnAhxuFwxhQ///nPsXLlyhHd55NPPon77rtvRPfJ4XA4hcAr/HE4nFHh6quvRigUgiRJUFUVgiDg\n2GOPxRVXXJHzdzfddNNeaQ9fG5DD4YwGXIhxOJxR48c//jHmzZs32s3gcDicUYMLMQ6Hs1+xYsUK\nvPHGG5g6dSpWrlyJyspKfPvb36aC7bbbbsPRRx+NE044AZ2dnXjooYfQ2toKl8uFefPm4brrrgMA\nbN78/9u7l1f4/jiO40/HZPNV4zJqsJGpETUxLhuXxM5lIZKVImHB1sJSFggbRTYuxQL/gB1y38zI\nRvMTkQgNM2FQk8tvoe+UZvvj6Of1qLM553M+fc5n9ep8Pu9z/mF2dparqytSU1NpaWnB6XQCH78g\nmZiY4OTkBKfTSWpq6qcxHB4eMjc3x/n5OSkpKbS0tJCTk/O9EyEiv4L2iInIj3N0dITdbmd6eprG\nxkZGRkZ4fHyMare4uEhubi6zs7NMTk5SVVUFQCgUYnBwkJqaGqampqipqWFgYIBQKATA2NgYDoeD\nqakp6uvrIz9lBggEAgwNDdHQ0MDMzAzNzc2Mjo7y8PDwPQ8vIr+KgpiImGZ4eJjW1tbIsbKyAoDV\naqW6uhrDMCguLiYtLQ2v1xt1f2xsLH6/n0AggMViISsrCwCv10taWhqlpaUYhkFJSQnp6el4PB5u\nbm44Pj6mqakJi8VCdnY2BQUFkT43NjZwu93k5eUB4HK5yMzMZG9v7xtmRER+Gy1Niohpenp6ovaI\nra2tkZSU9OmczWYjGAxG3d/c3MzCwgK9vb3Ex8dTW1tLRUUFwWAQm80W1UcgECAYDBIfH09cXFzU\nNQC/38/Ozg4ejydy/fX1VXvZRORLKIiJyI/zNxT9dXt7S1FRUVQ7q9VKZ2cnAD6fj/7+fnJyckhM\nTMTv90f14Xa7SUxMJBQKEQ6HI2Hs5uYGw/hYILDZbJSXl9PR0fEVjyYi8omWJkXkx7m7u2N5eZnX\n11d2dna4uLggPz8/qt3u7m4ktP358wfDMIiJiSE/P5/Ly0u2trZ4e3tje3ub8/NzCgoKsNlsOBwO\nlpaWeHl5wefzfXr7VVZWhsfjYX9/n7e3N8LhMAcHB1HhUETkvxDz/v7+bvYgROT36erq4v7+HsMw\nIt8Rc7lcFBYWsrKyQkZGBuvr6yQkJNDW1obL5QI+V03Oz8+zubnJ8/MzVquVuro6KisrgY+qyZmZ\nGa6vr7Hb7bS2tn6qmhwfH+f09DRSNfn09ER3dzfwUSwwPz/P2dkZsbGxOBwO2tvbSU5ONmeyROR/\nS0FMRH6UtbU1VldX6evrM3soIiJfTkuTIiIiIiZREBMRERExiZYmRUREREyiN2IiIiIiJlEQExER\nETGJgpiIiIiISRTEREREREyiICYiIiJiEgUxEREREZP8C7owvwcwN9ZkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be739c18>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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MRERExGUKZCIiIiIuUyATERERcZkCmYiIiIjLFMhEREREXKZAJiIiIuIyBTIRERERlymQ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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be61a0b8>"
]
},
"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": 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g5LuKZEU1ZSzybRJZGT98tVuP43p6Z+7cfrW+12SVCrpspuchkpJ1q+kbnVHY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\nIiaEEEIIYSX/D0gerPE5zP+GAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be675dd8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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a9EBAFl9kfVytWl5Atm6VN51XvyEkNsYkH4P94sPwdg43qWw14rvt4dIrSZVS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\nRlYQqr34RQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be6955f8>"
]
},
"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": 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mRgWcPhdgc3Mxp52DqdvQG2hfuz6mUw+ck3vDyb29fPc8DeXKH3TSVhE5sNL7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be8d9c50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JIycwC+u2s68/P7gdXPuxukALmH7xCfTnH8GW9ZGtZsqCPTvDliSqxhsW9KWk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\niIhIiP1/dSaTdBTdo3QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be674278>"
]
},
"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": 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f7XOBWXFU2ZRnX8+R4RHXsdgYIyMAgP6NG8B++UNlSo9kMhnpvNl19ff3h4rp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IvK1zXoGZPlchjeQ12MZlC/6l6ahcwvJaW1lwf1v88hPBm0SixkwrCQoVKW6b5Cfv2J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\nRETEZApkIiIiIiZTIBMREREx2R+lP7gAcDdFWgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be8abf98>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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9ocYEcvbedjLzZ8jjhyGdT5oXXAjLKNcfi7DGQfvHiypF2qKNan9j/zDc9eJQ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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f87be5800f0>"
]
},
"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
}
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