{ "cells": [ { "cell_type": "code", "execution_count": 149, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:44.272625Z", "start_time": "2018-12-03T07:35:44.260966Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import pandas as pd\n", "import os\n", "import glob" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:44.448210Z", "start_time": "2018-12-03T07:35:44.444913Z" } }, "outputs": [], "source": [ "from pylab import rcParams\n", "rcParams['figure.figsize'] = 10, 4" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:44.622776Z", "start_time": "2018-12-03T07:35:44.615457Z" } }, "outputs": [ { "data": { "text/plain": [ "'../outputs/train_2018-12-02_21-07-05.log'" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "latest_log = sorted(glob.glob('../outputs/*.log'))[-2]\n", "latest_log" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2018-12-02T03:01:17.499589Z", "start_time": "2018-12-02T03:01:17.493491Z" } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 152, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:44.952357Z", "start_time": "2018-12-03T07:35:44.944964Z" } }, "outputs": [], "source": [ "def parse_log(infile):\n", " datas = []\n", " data = {}\n", " for line in open(infile).readlines():\n", " if line.startswith('metric'):\n", " _, name, val = line.strip('\\n').split(' ', 2)\n", " val = float(val)\n", " if name=='episodeSteps':\n", " steps=val\n", " if len(data): datas.append(data)\n", " data = {}\n", " data[name] = val\n", "\n", " df = pd.DataFrame(datas)\n", " df = df.set_index('steps')\n", " return df" ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:45.148432Z", "start_time": "2018-12-03T07:35:45.114940Z" } }, "outputs": [], "source": [ "df = parse_log(latest_log)" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:45.477701Z", "start_time": "2018-12-03T07:35:45.276935Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['reward'].plot(style='.', title='reward')" ] }, { "cell_type": "code", "execution_count": 155, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:45.730792Z", "start_time": "2018-12-03T07:35:45.480457Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[['head_height','center_y','mean_foot_height']].plot(style='.')" ] }, { "cell_type": "code", "execution_count": 156, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:45.958138Z", "start_time": "2018-12-03T07:35:45.733188Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[['center_x']].plot(style='.')" ] }, { "cell_type": "code", "execution_count": 157, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:46.503610Z", "start_time": "2018-12-03T07:35:45.960630Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['ActorLoss'].plot(style='.')\n", "df['CriticLoss'].plot(style='.', secondary_y=True, ax=plt.gca())\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 158, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:46.726856Z", "start_time": "2018-12-03T07:35:46.505981Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[['head_height_reward']].plot(style='.')" ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "ExecuteTime": { "end_time": "2018-12-03T07:35:49.874430Z", "start_time": "2018-12-03T07:35:46.729489Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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ZZ85EDapqfZL3AVcDvwbOrapzk/wZ8JUkvwZuB5a3XRYD17R970lyG7AAuGm43yTHA8cD7LXXXlvp5UiSJM08k3lkOZ/BXa99gEXAzkleCbwRWFFVS4D/C7x/KgeuqpVVNVJVIwsXLpz6yCVJkmaJyTyyfC5wRVVtqKq7gc8BzwAOrKrVrc1ZwNPb+npgKUB7xLkrcPNWHbUkSdIsMplAdjWwPMm8NhfsMODHwK5JHtvaPA+4tK2vAo5t6y8FvllVtRXHLEmSNKtMZg7Z6iRnAxcC9wA/BFYC1wLnJLkPuAV4ddvlNODvk6wDfsHgE5mSJEm6H5kON69GRkZqdHS09zAkSZImlOSCqhrZmn36Tf2SJEmdGcgkSZI6M5BJkiR1ZiCTJEnqzEAmSZLUmYFMkiSpMwOZJElSZwYySZKkzgxkkiRJnRnIJEmSOjOQSZIkdWYgkyRJ6sxAJkmS1JmBTJIkqTMDmSRJUmcGMkmSpM4MZJIkSZ0ZyCRJkjozkEmSJHVmIJMkSerMQCZJktSZgUySJKkzA5kkSVJnBjJJkqTODGSSJEmdGcgkSZI6M5BJkiR1ZiCTJEnqzEAmSZLUmYFMkiSpMwOZJElSZwYySZKkzgxkkiRJnRnIJEmSOjOQSZIkdTapQJbkjUnWJlmT5MwkD83Au5JcnuTSJK9vbZPkQ0nWJbkkyUHb9iVIkiTNbHMmapBkMfB6YP+q+nWSzwBHAQGWAo+rqvuS7NF2eRGwX1sOAT7SSkmSJG3CZB9ZzgF2SjIHmAdcB7wO+Ouqug+gqm5sbY8APlUD5wO7JdlzK49bkiRp1pgwkFXVeuB9wNXA9cBtVXUu8Bjg5UlGk3w1yX5tl8XANUNdXNvqNpLk+Lbv6IYNG7b0dUiSJM1YEwayJPMZ3PXaB1gE7JzklcBc4N+ragT4OPCJqRy4qlZW1UhVjSxcuHDqI5ckSZolJvPI8rnAFVW1oaruBj4HPJ3Bna/PtTafB57U1tczmFs2ZkmrkyRJ0iZMJpBdDSxPMi9JgMOAS4EvAM9pbf4YuLytrwKOaZ+2XM7gEef1W3nckiRJs8aEn7KsqtVJzgYuBO4BfgisBHYCPp3kjcAvgT9ru3wFWAGsA+4EXrUNxi1JkjRrpKp6j4GRkZEaHR3tPQxJkqQJJbmgzaHfavymfkmSpM4MZJIkSZ0ZyCRJkjozkEmSJHVmIJMkSerMQCZJktSZgUySJKkzA5kkSVJnBjJJkqTODGSSJEmdGcgkSZI6M5BJkiR1ZiCTJEnqzEAmSZLUWaqq9xhIsgG4qvc4NGW7Azf1HoSmzOs2M3ndZiav28z1QNdu76pauDUPNi0CmWamJKNVNdJ7HJoar9vM5HWbmbxuM9eDfe18ZClJktSZgUySJKkzA5m2xMreA9Bm8brNTF63mcnrNnM9qNfOOWSSJEmdeYdMkiSpMwOZJElSZway7USSTyS5McmaobpHJDkvyU9bOb/VJ8mHkqxLckmSg4b2Oba1/2mSY4fqn5rkR22fDyXJ5h5Dv5NkaZJvJflxkrVJ3tDqvXbTWJKHJvl+kovbdfurVr9PktXt3J2VZMdWP7f9vK5tXzbU18mt/rIkLxiqf2GrW5fkrUP1Uz6GNpZkhyQ/TPKl9rPXbQZIcmV7L7soyWirmznvlVXlsh0swLOAg4A1Q3V/C7y1rb8VOKWtrwC+CgRYDqxu9Y8A/q2V89v6/Lbt+61t2r4v2pxjuPzeddsTOKit7wJcDuzvtZveSzs3D2vrDwFWt3P1GeCoVv9R4HVt/b8BH23rRwFntfX9gYuBucA+wM+AHdryM+DRwI6tzf5tnykdw2WT1+8vgDOAL23OOfW6dbtuVwK7j6ubMe+V3U+gy4O3AMvYOJBdBuzZ1vcELmvrHwNeMb4d8ArgY0P1H2t1ewI/Gar/bbupHqP3OZruC/BF4Hleu5mzAPOAC4FDGHzr95xW/zTg623968DT2vqc1i7AycDJQ319ve33231b/cltyVSP0fv8TLcFWAJ8A/gPwJc255x63bpduyv5/UA2Y94rfWS5fXtkVV3f1m8AHtnWFwPXDLW7ttU9UP21m6jfnGPofrRHFU9hcLfFazfNtcdeFwE3AucxuDNya1Xd05oMn7ffntO2/TZgAVO/ngs24xja2KnAm4H72s+bc069bn0UcG6SC5Ic3+pmzHvlnAd8adpuVFUl2abfgfJgHGO2SvIw4BzgpKq6vU1dALx201VV3Qs8OcluwOeBx3UekiaQ5HDgxqq6IMmze49HU/bMqlqfZA/gvCQ/Gd443d8rvUO2fft5kj0BWnljq18PLB1qt6TVPVD9kk3Ub84xNE6ShzAIY5+uqs+1aq/dDFFVtwLfYvAYarckY/8RHj5vvz2nbfuuwM1M/XrevBnH0O88A3hJkiuBf2Tw2PKDeN1mhKpa38obGfwn6GBm0HulgWz7tgoY+wTJsQzmJ43VH9M+IbIcuK3djv068Pwk89unSJ7PYJ7D9cDtSZa3T50cM66vqRxDQ9r5PA24tKreP7TJazeNJVnY7oyRZCcG8/4uZRDMXtqajT+nY+f6pcA3azDpZBVwVPuk3T7AfgwmFv8A2K99Mm9HBpO9V7V9pnoMNVV1clUtqaplDM7pN6vqaLxu016SnZPsMrbO4D1uDTPpvbL3JDyXB2cBzgSuB+5m8Bz7NQzmIXwD+Cnwz8AjWtsAf8dgzsuPgJGhfl4NrGvLq4bqR9ov/8+AD/O7vwIx5WO4bHTdnslgXsQlwEVtWeG1m94L8CTgh+26rQHe2eofzeAf5nXAZ4G5rf6h7ed1bfujh/p6ezvXl9E+1dXqVzD41O3PgLcP1U/5GC6bvIbP5nefsvS6TfOlnb+L27J27NzOpPdK/3SSJElSZz6ylCRJ6sxAJkmS1JmBTJIkqTMDmSRJUmcGMkmSpM4MZJJmrCQnJZnXexyStKX82gtJM1b7RvWRqrqp91gkaUt4h0zSjNC+ifvLSS5OsibJ/wQWAd9K8q3W5vlJvpfkwiSfbX8DlCRXJvnbJD9K8v0k+7b6/9z6ujjJ/+v36iRt7wxkkmaKFwLXVdWBVXUAcCpwHfCcqnpOkt2BdwDPraqDgFHgL4b2v62qnsjgG7ZPbXXvBF5QVQcCL3mwXogkjWcgkzRT/Ah4XpJTkhxaVbeN274c2B/4TpKLGPxNub2Htp85VD6trX8H+GSS1wI7bLuhS9IDmzNxE0nqr6ouT3IQg78F+DdJvjGuSYDzquoV99fF+PWqOiHJIcCLgQuSPLWqbt7aY5ekiXiHTNKMkGQRcGdV/QPwXuAg4A5gl9bkfOAZQ/PDdk7y2KEuXj5Ufq+1eUxVra6qdwIbgKXb/pVI0u/zDpmkmeKJwHuT3AfcDbyOwaPHryW5rs0jOw44M8ncts87gMvb+vwklwB3AWN30d6bZD8Gd9e+AVz84LwUSdqYX3shadbz6zEkTXc+spQkSerMO2SSJEmdeYdMkiSpMwOZJElSZwYySZKkzgxkkiRJnRnIJEmSOvv/x89R0PN6m4QAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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