diff --git a/scripts/plot_log.ipynb b/scripts/plot_log.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:02.173217Z",
+ "start_time": "2018-06-24T09:08:01.640345Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Populating the interactive namespace from numpy and matplotlib\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pylab inline\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:02.178511Z",
+ "start_time": "2018-06-24T09:08:02.175565Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "infile = '../outputs/workingdir/ppo2_rudder/Sonic_policy_cnn/2018-06-23T22-17-35/baselines/log.txt'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:02.315715Z",
+ "start_time": "2018-06-24T09:08:02.180962Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | total_timesteps (M) | \n",
+ " 1.0350169999999999 | \n",
+ " 1.037769 | \n",
+ " 1.042953 | \n",
+ " 1.045269 | \n",
+ " 1.050879 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | Relative_emavg_error... | \n",
+ " 1.780000e+00 | \n",
+ " 1.780000e+00 | \n",
+ " 1.730000e+00 | \n",
+ " 1.730000e+00 | \n",
+ " 1.720000e+00 | \n",
+ "
\n",
+ " \n",
+ " | approxkl | \n",
+ " 2.913947e-02 | \n",
+ " 3.906915e-02 | \n",
+ " 6.017495e-02 | \n",
+ " 2.091683e-02 | \n",
+ " 8.628598e-02 | \n",
+ "
\n",
+ " \n",
+ " | clipfrac | \n",
+ " 6.319173e-01 | \n",
+ " 5.853272e-01 | \n",
+ " 6.669515e-01 | \n",
+ " 5.609538e-01 | \n",
+ " 7.303467e-01 | \n",
+ "
\n",
+ " \n",
+ " | emavg_approxkl | \n",
+ " 4.774805e-02 | \n",
+ " 4.775909e-02 | \n",
+ " 4.517566e-02 | \n",
+ " 4.575576e-02 | \n",
+ " 4.840226e-02 | \n",
+ "
\n",
+ " \n",
+ " | eplenmean | \n",
+ " 1.870000e+03 | \n",
+ " 1.830000e+03 | \n",
+ " 1.870000e+03 | \n",
+ " 1.870000e+03 | \n",
+ " 1.870000e+03 | \n",
+ "
\n",
+ " \n",
+ " | eplenmean100 | \n",
+ " 1.820000e+03 | \n",
+ " 1.780000e+03 | \n",
+ " 1.830000e+03 | \n",
+ " 1.860000e+03 | \n",
+ " 1.840000e+03 | \n",
+ "
\n",
+ " \n",
+ " | eprewmean | \n",
+ " 2.520000e+03 | \n",
+ " 2.460000e+03 | \n",
+ " 2.460000e+03 | \n",
+ " 2.430000e+03 | \n",
+ " 2.490000e+03 | \n",
+ "
\n",
+ " \n",
+ " | eprewmean100 | \n",
+ " 2.590000e+03 | \n",
+ " 2.580000e+03 | \n",
+ " 2.690000e+03 | \n",
+ " 2.600000e+03 | \n",
+ " 2.770000e+03 | \n",
+ "
\n",
+ " \n",
+ " | explained_variance | \n",
+ " 8.670000e-01 | \n",
+ " 9.080000e-01 | \n",
+ " 8.650000e-01 | \n",
+ " 8.860000e-01 | \n",
+ " 8.830000e-01 | \n",
+ "
\n",
+ " \n",
+ " | fps | \n",
+ " 1.090000e+02 | \n",
+ " 5.500000e+01 | \n",
+ " 1.600000e+01 | \n",
+ " 6.500000e+01 | \n",
+ " 1.240000e+02 | \n",
+ "
\n",
+ " \n",
+ " | game_num | \n",
+ " 8.040000e+02 | \n",
+ " 8.090000e+02 | \n",
+ " 8.170000e+02 | \n",
+ " 8.120000e+02 | \n",
+ " 8.180000e+02 | \n",
+ "
\n",
+ " \n",
+ " | lr_scaling | \n",
+ " 1.000000e+00 | \n",
+ " 1.000000e+00 | \n",
+ " 1.000000e+00 | \n",
+ " 1.000000e+00 | \n",
+ " 1.000000e+00 | \n",
+ "
\n",
+ " \n",
+ " | nupdates | \n",
+ " 2.980000e+02 | \n",
+ " 3.000000e+02 | \n",
+ " 3.020000e+02 | \n",
+ " 3.010000e+02 | \n",
+ " 3.030000e+02 | \n",
+ "
\n",
+ " \n",
+ " | policy_entropy | \n",
+ " 1.630813e+00 | \n",
+ " 1.548963e+00 | \n",
+ " 1.547992e+00 | \n",
+ " 1.503233e+00 | \n",
+ " 1.691401e+00 | \n",
+ "
\n",
+ " \n",
+ " | policy_loss | \n",
+ " 3.032262e-04 | \n",
+ " 2.240879e-02 | \n",
+ " 1.654188e-02 | \n",
+ " -3.121155e-03 | \n",
+ " 1.880299e-02 | \n",
+ "
\n",
+ " \n",
+ " | serial_timesteps | \n",
+ " 3.051520e+05 | \n",
+ " 3.072000e+05 | \n",
+ " 3.092480e+05 | \n",
+ " 3.082240e+05 | \n",
+ " 3.102720e+05 | \n",
+ "
\n",
+ " \n",
+ " | time_elapsed | \n",
+ " 6.640000e+04 | \n",
+ " 6.700000e+04 | \n",
+ " 6.760000e+04 | \n",
+ " 6.710000e+04 | \n",
+ " 6.770000e+04 | \n",
+ "
\n",
+ " \n",
+ " | total_timesteps | \n",
+ " 1.035017e+06 | \n",
+ " 1.037769e+06 | \n",
+ " 1.042953e+06 | \n",
+ " 1.045269e+06 | \n",
+ " 1.050879e+06 | \n",
+ "
\n",
+ " \n",
+ " | vf_loss | \n",
+ " 2.786474e-01 | \n",
+ " 4.715380e-01 | \n",
+ " 5.551963e-01 | \n",
+ " 5.427572e-01 | \n",
+ " 3.184314e-01 | \n",
+ "
\n",
+ " \n",
+ " | hours_elapsed | \n",
+ " 1.844444e+01 | \n",
+ " 1.861111e+01 | \n",
+ " 1.877778e+01 | \n",
+ " 1.863889e+01 | \n",
+ " 1.880556e+01 | \n",
+ "
\n",
+ " \n",
+ " | total_timesteps (M) | \n",
+ " 1.035017e+00 | \n",
+ " 1.037769e+00 | \n",
+ " 1.042953e+00 | \n",
+ " 1.045269e+00 | \n",
+ " 1.050879e+00 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "total_timesteps (M) 1.035017 1.037769 1.042953 \\\n",
+ "Relative_emavg_error... 1.780000e+00 1.780000e+00 1.730000e+00 \n",
+ "approxkl 2.913947e-02 3.906915e-02 6.017495e-02 \n",
+ "clipfrac 6.319173e-01 5.853272e-01 6.669515e-01 \n",
+ "emavg_approxkl 4.774805e-02 4.775909e-02 4.517566e-02 \n",
+ "eplenmean 1.870000e+03 1.830000e+03 1.870000e+03 \n",
+ "eplenmean100 1.820000e+03 1.780000e+03 1.830000e+03 \n",
+ "eprewmean 2.520000e+03 2.460000e+03 2.460000e+03 \n",
+ "eprewmean100 2.590000e+03 2.580000e+03 2.690000e+03 \n",
+ "explained_variance 8.670000e-01 9.080000e-01 8.650000e-01 \n",
+ "fps 1.090000e+02 5.500000e+01 1.600000e+01 \n",
+ "game_num 8.040000e+02 8.090000e+02 8.170000e+02 \n",
+ "lr_scaling 1.000000e+00 1.000000e+00 1.000000e+00 \n",
+ "nupdates 2.980000e+02 3.000000e+02 3.020000e+02 \n",
+ "policy_entropy 1.630813e+00 1.548963e+00 1.547992e+00 \n",
+ "policy_loss 3.032262e-04 2.240879e-02 1.654188e-02 \n",
+ "serial_timesteps 3.051520e+05 3.072000e+05 3.092480e+05 \n",
+ "time_elapsed 6.640000e+04 6.700000e+04 6.760000e+04 \n",
+ "total_timesteps 1.035017e+06 1.037769e+06 1.042953e+06 \n",
+ "vf_loss 2.786474e-01 4.715380e-01 5.551963e-01 \n",
+ "hours_elapsed 1.844444e+01 1.861111e+01 1.877778e+01 \n",
+ "total_timesteps (M) 1.035017e+00 1.037769e+00 1.042953e+00 \n",
+ "\n",
+ "total_timesteps (M) 1.045269 1.050879 \n",
+ "Relative_emavg_error... 1.730000e+00 1.720000e+00 \n",
+ "approxkl 2.091683e-02 8.628598e-02 \n",
+ "clipfrac 5.609538e-01 7.303467e-01 \n",
+ "emavg_approxkl 4.575576e-02 4.840226e-02 \n",
+ "eplenmean 1.870000e+03 1.870000e+03 \n",
+ "eplenmean100 1.860000e+03 1.840000e+03 \n",
+ "eprewmean 2.430000e+03 2.490000e+03 \n",
+ "eprewmean100 2.600000e+03 2.770000e+03 \n",
+ "explained_variance 8.860000e-01 8.830000e-01 \n",
+ "fps 6.500000e+01 1.240000e+02 \n",
+ "game_num 8.120000e+02 8.180000e+02 \n",
+ "lr_scaling 1.000000e+00 1.000000e+00 \n",
+ "nupdates 3.010000e+02 3.030000e+02 \n",
+ "policy_entropy 1.503233e+00 1.691401e+00 \n",
+ "policy_loss -3.121155e-03 1.880299e-02 \n",
+ "serial_timesteps 3.082240e+05 3.102720e+05 \n",
+ "time_elapsed 6.710000e+04 6.770000e+04 \n",
+ "total_timesteps 1.045269e+06 1.050879e+06 \n",
+ "vf_loss 5.427572e-01 3.184314e-01 \n",
+ "hours_elapsed 1.863889e+01 1.880556e+01 \n",
+ "total_timesteps (M) 1.045269e+00 1.050879e+00 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import collections\n",
+ "\n",
+ "def parse_log(infile):\n",
+ " data = collections.defaultdict(list)\n",
+ " with open(infile) as fo:\n",
+ " for line in fo:\n",
+ " line = line.strip()\n",
+ " if '|' in line:\n",
+ " s = line.strip('|').split('|')\n",
+ " key, value = [ss.strip() for ss in s]\n",
+ " value = float(value)\n",
+ " data[key].append(value)\n",
+ "\n",
+ " df = pd.DataFrame(data) \n",
+ " return df\n",
+ "\n",
+ "df = parse_log(infile)\n",
+ "df['hours_elapsed']=df['time_elapsed']/60/60\n",
+ "df['total_timesteps (M)']=df['total_timesteps']*1e-6\n",
+ "reward_scaling = 0.01\n",
+ "df['eprewmean100']/=reward_scaling\n",
+ "df['eprewmean']/=reward_scaling\n",
+ "df = df.set_index('total_timesteps (M)', drop=False)\n",
+ "df = df.sort_index()\n",
+ "\n",
+ "df_time = df.set_index('hours_elapsed')\n",
+ "df_time = df_time.sort_index()\n",
+ "\n",
+ "df.tail().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T05:30:38.231882Z",
+ "start_time": "2018-06-24T05:30:38.227799Z"
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:02.684281Z",
+ "start_time": "2018-06-24T09:08:02.318439Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df[['eprewmean100']].plot(figsize=(12,6))\n",
+ "plt.ylabel('Total episode reward')\n",
+ "\n",
+ "# Also plot hours on another x axis\n",
+ "def add_hours_topx(df):\n",
+ " ax2 = plt.gca().twiny()\n",
+ " hours = df['hours_elapsed']\n",
+ " plt.xlim([hours.min(),hours.max()])\n",
+ " plt.xlabel('hours elapsed')\n",
+ "\n",
+ "add_hours_topx(df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:06:04.159737Z",
+ "start_time": "2018-06-24T09:06:04.030414Z"
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:04.645708Z",
+ "start_time": "2018-06-24T09:08:02.945567Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "column_desc={\n",
+ " 'Relative_emavg_error...':'Relative exponential moving error for reward allocating LSTM',\n",
+ " 'explained_variance':'Explained variance that values explains about returns',\n",
+ " 'approxkl':'Aproximate Kullback–Leibler divergence between action distribution at rollout vs training time',\n",
+ " 'clipfrac':'Fraction of samples which are clipped by proximal policy optimisation',\n",
+ " 'vf_loss':'Value function loss',\n",
+ " 'policy_entropy':'Policy entropy loss',\n",
+ " 'policy_loss':'Policy loss',\n",
+ " 'eplenmean100':'Episode length (mean of 100)',\n",
+ " 'fps':'Frames per second',\n",
+ " 'lr_scaling':'Learning rate scaling'\n",
+ " \n",
+ "}\n",
+ "\n",
+ "for col in [\n",
+ " 'Relative_emavg_error...', # Relative_exponential moving_error_LSTM\n",
+ " 'explained_variance', # Explained variance in return values. Computes fraction of variance that ypred explains about y. (ypred=value, y=returns)\n",
+ " \n",
+ " # PPO diagnostics\n",
+ " 'approxkl', # kl between action distribution at rollout vs training time\n",
+ "# 'emavg_approxkl',\n",
+ " 'clipfrac', # fraction of samples which are clipped\n",
+ " \n",
+ " # PPO Losses\n",
+ " 'policy_entropy',\n",
+ " 'policy_loss',\n",
+ " 'vf_loss',\n",
+ " \n",
+ " # Env stats\n",
+ " 'eplenmean100',\n",
+ " 'fps',\n",
+ " 'lr_scaling',\n",
+ " \n",
+ "# 'nupdates',\n",
+ "# 'game_num',\n",
+ "]:\n",
+ " df[[col]].plot(figsize=(8, 2))\n",
+ " if col in column_desc:\n",
+ " plt.title(column_desc[col])\n",
+ "# add_hours_topx(df)\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-06-24T09:08:04.661170Z",
+ "start_time": "2018-06-24T09:08:04.651016Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "165.17821782178217"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['fps'].mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "jupyter3.6",
+ "language": "python",
+ "name": "jupyter3.6"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.0"
+ },
+ "toc": {
+ "colors": {
+ "hover_highlight": "#DAA520",
+ "navigate_num": "#000000",
+ "navigate_text": "#333333",
+ "running_highlight": "#FF0000",
+ "selected_highlight": "#FFD700",
+ "sidebar_border": "#EEEEEE",
+ "wrapper_background": "#FFFFFF"
+ },
+ "moveMenuLeft": true,
+ "nav_menu": {
+ "height": "12px",
+ "width": "252px"
+ },
+ "navigate_menu": true,
+ "number_sections": true,
+ "sideBar": false,
+ "threshold": 4,
+ "toc_cell": false,
+ "toc_section_display": "block",
+ "toc_window_display": true,
+ "widenNotebook": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}