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2018-07-08 10:20:56 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-06T01:13:24.138563Z",
"start_time": "2018-07-06T01:13:23.302375Z"
}
},
"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": "2018-07-06T01:13:24.147550Z",
"start_time": "2018-07-06T01:13:24.141249Z"
}
},
"outputs": [],
"source": [
"infile = '../outputs/ppo2_rudder/Sonic_policy_cnn/%s/baselines/log.txt' % '2018-07-05T07-23-11'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-06T01:13:24.316182Z",
"start_time": "2018-07-06T01:13:24.150685Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"515\n"
]
},
{
"data": {
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Relative_emavg_error...</th>\n",
" <th>approxkl</th>\n",
" <th>clipfrac</th>\n",
" <th>emavg_approxkl</th>\n",
" <th>eplenmean</th>\n",
" <th>eplenmean100</th>\n",
" <th>eprewmean</th>\n",
" <th>eprewmean100</th>\n",
" <th>explained_variance</th>\n",
" <th>fps</th>\n",
" <th>...</th>\n",
" <th>lr_scaling</th>\n",
" <th>nupdates</th>\n",
" <th>policy_entropy</th>\n",
" <th>policy_loss</th>\n",
" <th>serial_timesteps</th>\n",
" <th>time_elapsed</th>\n",
" <th>total_timesteps</th>\n",
" <th>vf_loss</th>\n",
" <th>hours_elapsed</th>\n",
" <th>total_timesteps (M)</th>\n",
" </tr>\n",
" <tr>\n",
" <th>total_timesteps (M)</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th>8.288244</th>\n",
" <td>0.258</td>\n",
" <td>0.115071</td>\n",
" <td>0.247925</td>\n",
" <td>0.031719</td>\n",
" <td>433.0</td>\n",
" <td>428.0</td>\n",
" <td>1860.0</td>\n",
" <td>1740.0</td>\n",
" <td>0.961</td>\n",
" <td>39.0</td>\n",
" <td>...</td>\n",
" <td>0.01</td>\n",
" <td>1852.0</td>\n",
" <td>0.919039</td>\n",
" <td>-0.003325</td>\n",
" <td>1896448.0</td>\n",
" <td>92400.0</td>\n",
" <td>8288244.0</td>\n",
" <td>0.934459</td>\n",
" <td>25.666667</td>\n",
" <td>8.288244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8.293913</th>\n",
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" <td>1770.0</td>\n",
" <td>0.972</td>\n",
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" <td>1897472.0</td>\n",
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" <td>0.097442</td>\n",
" <td>0.207275</td>\n",
" <td>0.056633</td>\n",
" <td>422.0</td>\n",
" <td>411.0</td>\n",
" <td>1810.0</td>\n",
" <td>1720.0</td>\n",
" <td>0.954</td>\n",
" <td>44.0</td>\n",
" <td>...</td>\n",
" <td>0.01</td>\n",
" <td>1854.0</td>\n",
" <td>0.974385</td>\n",
" <td>0.001326</td>\n",
" <td>1898496.0</td>\n",
" <td>92700.0</td>\n",
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],
"text/plain": [
" Relative_emavg_error... approxkl clipfrac \\\n",
"total_timesteps (M) \n",
"8.288244 0.258 0.115071 0.247925 \n",
"8.293913 0.271 0.138755 0.294281 \n",
"8.298936 0.261 0.097442 0.207275 \n",
"8.303665 0.245 0.038888 0.088684 \n",
"\n",
" emavg_approxkl eplenmean eplenmean100 eprewmean \\\n",
"total_timesteps (M) \n",
"8.288244 0.031719 433.0 428.0 1860.0 \n",
"8.293913 0.045744 434.0 434.0 1840.0 \n",
"8.298936 0.056633 422.0 411.0 1810.0 \n",
"8.303665 0.058539 420.0 407.0 1790.0 \n",
"\n",
" eprewmean100 explained_variance fps \\\n",
"total_timesteps (M) \n",
"8.288244 1740.0 0.961 39.0 \n",
"8.293913 1770.0 0.972 65.0 \n",
"8.298936 1720.0 0.954 44.0 \n",
"8.303665 1710.0 0.954 56.0 \n",
"\n",
" ... lr_scaling nupdates \\\n",
"total_timesteps (M) ... \n",
"8.288244 ... 0.01 1852.0 \n",
"8.293913 ... 0.01 1853.0 \n",
"8.298936 ... 0.01 1854.0 \n",
"8.303665 ... 0.01 1855.0 \n",
"\n",
" policy_entropy policy_loss serial_timesteps \\\n",
"total_timesteps (M) \n",
"8.288244 0.919039 -0.003325 1896448.0 \n",
"8.293913 0.952075 -0.001953 1897472.0 \n",
"8.298936 0.974385 0.001326 1898496.0 \n",
"8.303665 0.889823 -0.001680 1899520.0 \n",
"\n",
" time_elapsed total_timesteps vf_loss hours_elapsed \\\n",
"total_timesteps (M) \n",
"8.288244 92400.0 8288244.0 0.934459 25.666667 \n",
"8.293913 92500.0 8293913.0 0.723000 25.694444 \n",
"8.298936 92700.0 8298936.0 1.099138 25.750000 \n",
"8.303665 92800.0 8303665.0 1.028367 25.777778 \n",
"\n",
" total_timesteps (M) \n",
"total_timesteps (M) \n",
"8.288244 8.288244 \n",
"8.293913 8.293913 \n",
"8.298936 8.298936 \n",
"8.303665 8.303665 \n",
"\n",
"[4 rows x 21 columns]"
]
},
"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",
"print(len(df))\n",
"df.tail(4)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-06T01:13:24.661751Z",
"start_time": "2018-07-06T01:13:24.318993Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6d910dc88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[['eprewmean100']].plot(figsize=(12,6))\n",
"plt.ylabel('Total episode reward')\n",
"# plt.ylim(0,10000)\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": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-06T01:13:24.947105Z",
"start_time": "2018-07-06T01:13:24.664108Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2c25710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[['eprewmean100']].plot(figsize=(12,6))\n",
"plt.ylabel('Total episode reward')\n",
"plt.ylim(0,10000)\n",
"\n",
"add_hours_topx(df)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-06T01:13:26.956494Z",
"start_time": "2018-07-06T01:13:24.949986Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2a63f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2b3e080>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2b3e240>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2bcaef0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2a34048>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2bae400>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2ba3470>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2a02dd8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f2a12a90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f297f748>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f297f518>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f28b4208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"column_desc={\n",
" 'Relative_emavg_error...':'Relative exponential moving error for reward allocating LSTM',\n",
" 'explained_variance':'Variance that values explains about returns',\n",
" 'approxkl':'Aproximate KullbackLeibler 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": "2018-07-06T01:13:26.975275Z",
"start_time": "2018-07-06T01:13:26.963099Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"46.41747572815534"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['fps'].mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
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"toc": {
"colors": {
"hover_highlight": "#DAA520",
"navigate_num": "#000000",
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"selected_highlight": "#FFD700",
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