Skip to content

Instantly share code, notes, and snippets.

@ionela-voinescu

ionela-voinescu/sched-evaluation-full-find_best_target-extended-pixel-2.ipynb Secret

Created March 13, 2018 19:23
Show Gist options
  • Save ionela-voinescu/f89815591c7f50864188094bb8c53ec4 to your computer and use it in GitHub Desktop.
Save ionela-voinescu/f89815591c7f50864188094bb8c53ec4 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
sched-evaluation-full-find_best_target-extended-pixel-2.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# find_best_target experiments\n",
"\n",
"These expeiments were run on 4.4 kernel on a Pixel 2 device (Pixel 2 kernel + EAS1.5).\n",
"\n",
"Kernels: <br>\n",
"\n",
"1. fbt_base = base kernel\n",
"2. fbt_prefer_idle_start = (1) + https://android-review.googlesource.com/c/kernel/common/+/636583 <br>\n",
" ** (Items 1 and 2 in email ) **\n",
"3. fbt_prefer_idle_all_cpus = (2) + prefer idle goes though all CPUS and selects one with highest capacity_orig; the current code bails at the first idle CPU it finds. <br>\n",
" ** (Items 1 and 2 in email + iterating though all CPUs for the selection of an idle CPU in the prefer_idle case) **\n",
"4. fbt_prefer_idle_all_cpus_no_order = (3) + CPUs are no longer ordered based on capacity. <br>\n",
" ** (Items 1, 2 and 3 in email) **\n",
"5. fbt_prefer_idle_removed <br>\n",
" ** (Items 1 and 4 in the email) **"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:02:30,523 INFO : root : Using LISA logging configuration:\n",
"2018-03-13 19:02:30,524 INFO : root : /ionvoi_projects/lisa/lisa/wltest/lisa/logging.conf\n"
]
}
],
"source": [
"from conf import LisaLogging\n",
"LisaLogging.setup()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import logging\n",
"from IPython.display import display\n",
"\n",
"from wa_results_collector import WaResultsCollector\n",
"import pandas as pd\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results analysis and metrics collection"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:02:39,241 INFO : WaResultsCollector : Processing WA3 dirs matching [.*], rooted at /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post\n",
"2018-03-13 19:02:39,243 WARNING : WaResultsCollector : Trace parsing disabled\n",
"2018-03-13 19:02:39,244 INFO : WaResultsCollector : Reading wa_dir /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post/wa.2d1e24c_test_1_fbt_prefer_idle_all_cpus_no_order\n",
"2018-03-13 19:02:47,623 INFO : WaResultsCollector : Reading wa_dir /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post/wa.46c6b45_test_1_fbt_prefer_idle_all_cpus\n",
"2018-03-13 19:02:55,663 INFO : WaResultsCollector : Reading wa_dir /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post/wa.e9032bc_test_1_fbt_prefer_idle_start\n",
"2018-03-13 19:03:03,772 INFO : WaResultsCollector : Reading wa_dir /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post/wa.f35377f_test_1_fbt_base\n",
"2018-03-13 19:03:11,772 INFO : WaResultsCollector : Reading wa_dir /ionvoi_projects/lisa/lisa/wltest/lisa/results/p2_wltests_new_take3_post/wa.0d17909_test_1_fbt_prefer_idle_removed_gerrit\n"
]
}
],
"source": [
"collector = WaResultsCollector(\n",
" \n",
" # WLTests results folder:\n",
" base_dir='p2_wltests',\n",
" #wa_dirs='(substring_to_match)', # Parse only folder matching this regexp\n",
" \n",
" # Results to collect:\n",
" parse_traces=False, # Enable trace parsing only to get more metrics\n",
" # NOTE: results generation will take more times\n",
" \n",
" # Kernel tree used for the tests\n",
" kernel_repo_path='p2/kernel/'\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Collected metrics"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:03:26,415 INFO : root : Metrics available for plots and analysis:\n",
"2018-03-13 19:03:26,828 INFO : root : device_total_energy_iio:device0\n",
"2018-03-13 19:03:26,829 INFO : root : device_average_power_iio:device0\n",
"2018-03-13 19:03:26,829 INFO : root : device_total_energy_iio:device1\n",
"2018-03-13 19:03:26,830 INFO : root : device_average_power_iio:device1\n",
"2018-03-13 19:03:26,830 INFO : root : device_average_power\n",
"2018-03-13 19:03:26,831 INFO : root : device_total_energy\n",
"2018-03-13 19:03:26,831 INFO : root : exoplayer_dropped_frames\n",
"2018-03-13 19:03:26,831 INFO : root : jankbench_jank_frames\n",
"2018-03-13 19:03:26,832 INFO : root : iio:device0_power_sample\n",
"2018-03-13 19:03:26,832 INFO : root : iio:device1_power_sample\n",
"2018-03-13 19:03:26,832 INFO : root : frame_total_duration\n"
]
}
],
"source": [
"df = collector.results_df\n",
"logging.info(\"Metrics available for plots and analysis:\")\n",
"for metric in df.metric.unique().tolist():\n",
" logging.info(\" %s\", metric)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Jankbench"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total Frame Duration"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"for test in collector.tests(workload='jankbench'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.report(workload='jankbench', metric='frame_total_duration',\n",
" test=\"^{}$\".format(test), sort_on='99%', ascending=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Energy"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:07:59,330 INFO : root : Results for: list_view\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABIsAAAHxCAYAAADtDjxuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWCRJkiRJkqSeYZEkSZIkSZJ6/x9X3qgDp1zGJgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e3260c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">list_view</th>\n",
" <th rowspan=\"5\" valign=\"top\">iter_30</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>35.779057</td>\n",
" <td>0.702360</td>\n",
" <td>35.058920</td>\n",
" <td>35.400205</td>\n",
" <td>36.429283</td>\n",
" <td>36.994569</td>\n",
" <td>37.157460</td>\n",
" <td>37.174887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>35.888551</td>\n",
" <td>0.880616</td>\n",
" <td>34.926423</td>\n",
" <td>35.395985</td>\n",
" <td>36.923099</td>\n",
" <td>37.272316</td>\n",
" <td>37.401563</td>\n",
" <td>37.435792</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>36.207512</td>\n",
" <td>0.816057</td>\n",
" <td>35.328007</td>\n",
" <td>35.846431</td>\n",
" <td>36.794091</td>\n",
" <td>37.766420</td>\n",
" <td>38.292975</td>\n",
" <td>38.344458</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>36.219991</td>\n",
" <td>0.942877</td>\n",
" <td>34.278108</td>\n",
" <td>35.815546</td>\n",
" <td>37.153152</td>\n",
" <td>37.770189</td>\n",
" <td>38.004919</td>\n",
" <td>38.071287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>36.623499</td>\n",
" <td>0.975296</td>\n",
" <td>35.344178</td>\n",
" <td>36.243290</td>\n",
" <td>37.708449</td>\n",
" <td>38.084621</td>\n",
" <td>38.515217</td>\n",
" <td>38.682263</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"list_view iter_30 prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" base 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"list_view iter_30 prefer_idle_all_cpus 35.779057 0.702360 \n",
" prefer_idle_start 35.888551 0.880616 \n",
" prefer_idle_all_cpus_no_order 36.207512 0.816057 \n",
" prefer_idle_removed 36.219991 0.942877 \n",
" base 36.623499 0.975296 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"list_view iter_30 prefer_idle_all_cpus 35.058920 35.400205 \n",
" prefer_idle_start 34.926423 35.395985 \n",
" prefer_idle_all_cpus_no_order 35.328007 35.846431 \n",
" prefer_idle_removed 34.278108 35.815546 \n",
" base 35.344178 36.243290 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"list_view iter_30 prefer_idle_all_cpus 36.429283 36.994569 \n",
" prefer_idle_start 36.923099 37.272316 \n",
" prefer_idle_all_cpus_no_order 36.794091 37.766420 \n",
" prefer_idle_removed 37.153152 37.770189 \n",
" base 37.708449 38.084621 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"list_view iter_30 prefer_idle_all_cpus 37.157460 37.174887 \n",
" prefer_idle_start 37.401563 37.435792 \n",
" prefer_idle_all_cpus_no_order 38.292975 38.344458 \n",
" prefer_idle_removed 38.004919 38.071287 \n",
" base 38.515217 38.682263 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:08:17,240 INFO : root : Results for: image_list_view\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABK8AAAHxCAYAAACruJ/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJElSbxleSZIkSZIkqbf+P2k+TDEG3DTEAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e311ce90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">image_list_view</th>\n",
" <th rowspan=\"5\" valign=\"top\">iter_30</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>37.620994</td>\n",
" <td>0.512196</td>\n",
" <td>37.058295</td>\n",
" <td>37.422911</td>\n",
" <td>38.128734</td>\n",
" <td>38.466568</td>\n",
" <td>38.547754</td>\n",
" <td>38.555167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>37.909942</td>\n",
" <td>0.729200</td>\n",
" <td>36.988372</td>\n",
" <td>37.599259</td>\n",
" <td>38.662240</td>\n",
" <td>39.132867</td>\n",
" <td>39.215632</td>\n",
" <td>39.234220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>38.033012</td>\n",
" <td>0.523697</td>\n",
" <td>37.290242</td>\n",
" <td>37.994230</td>\n",
" <td>38.535683</td>\n",
" <td>38.705219</td>\n",
" <td>38.989837</td>\n",
" <td>39.091770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>38.242980</td>\n",
" <td>0.858557</td>\n",
" <td>37.171950</td>\n",
" <td>37.828338</td>\n",
" <td>38.818554</td>\n",
" <td>39.681668</td>\n",
" <td>40.498537</td>\n",
" <td>40.797953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>38.442552</td>\n",
" <td>0.990307</td>\n",
" <td>37.276450</td>\n",
" <td>37.992969</td>\n",
" <td>39.465241</td>\n",
" <td>39.945573</td>\n",
" <td>40.278034</td>\n",
" <td>40.408588</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"image_list_view iter_30 prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" base 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"image_list_view iter_30 prefer_idle_all_cpus 37.620994 0.512196 \n",
" prefer_idle_start 37.909942 0.729200 \n",
" prefer_idle_all_cpus_no_order 38.033012 0.523697 \n",
" prefer_idle_removed 38.242980 0.858557 \n",
" base 38.442552 0.990307 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"image_list_view iter_30 prefer_idle_all_cpus 37.058295 37.422911 \n",
" prefer_idle_start 36.988372 37.599259 \n",
" prefer_idle_all_cpus_no_order 37.290242 37.994230 \n",
" prefer_idle_removed 37.171950 37.828338 \n",
" base 37.276450 37.992969 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"image_list_view iter_30 prefer_idle_all_cpus 38.128734 38.466568 \n",
" prefer_idle_start 38.662240 39.132867 \n",
" prefer_idle_all_cpus_no_order 38.535683 38.705219 \n",
" prefer_idle_removed 38.818554 39.681668 \n",
" base 39.465241 39.945573 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"image_list_view iter_30 prefer_idle_all_cpus 38.547754 38.555167 \n",
" prefer_idle_start 39.215632 39.234220 \n",
" prefer_idle_all_cpus_no_order 38.989837 39.091770 \n",
" prefer_idle_removed 40.498537 40.797953 \n",
" base 40.278034 40.408588 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:08:34,802 INFO : root : Results for: shadow_grid\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJ8AAAHxCAYAAADDSx38AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XmYXVWZ7/HvaxIQmSe5gEJsBEHC\nRTsIjlioja0ggjKoqERxttt2gCbdQQna0ai3cQDtqCjBKZcmMgkaQEghIgICCQmiF5VAq0jCKIGg\nIXnvH3sVOTmcU3Vq2DmpyvfzPPWwzx7Wfvdeu6L1e9ZeJzITSZIkSZIkqQ5P6XYBkiRJkiRJGrsM\nnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkqQxKiJu\njYieYbYxJSJ+NthtdYmInoj4wzCOH5GaI+LfI+LM4bbTLRGREfHsbtchSdowGD5JkiSNUZm5d2b2\ndruOsSgzP52Z76qj7cEGbMMN5CRJqpvhkyRJkqSuiYjx3a5BklQvwydJkqQxKiKWRMSrImL/iLg2\nIh6MiLsj4oyI2Khhv4yI90XE7WWfr0REtGnz8xHxs4jYcs2qOCMiHoqIX0fEKxv23TIivlnO+ceI\n+I+IGFe2TSnt/J+IeCAi7oiI1zQcu01EnBURfyrbL2iq42MRsbS0/Y5+7sG2EXFRRPwlIq4Hdmva\nvmdEXB4R90fEbyLi6LL+gIj4c1+9Zd0REXFLWZ4eEd9t2PbSiPh5uX//ExFTyvqNyzXeFRH3RMSs\niNikn3o3BX4M7BQRy8vPTqWdL5b78aeyvHE/+/fb553or/a+0Vbt+qHDY0+KiD8DZ5X1/1ra+VNE\nvKvv1cCIeEFpo7Ev3hARCwdzPZKk7jF8kiRJGvtWAR8BtgNeBLwS+EDTPocCLwD+N3A08OrGjRHx\nlIj4Rtl+cGY+VDYdAPyutH0KcF5EbFO2zQYeB54NPB84GGh8Ve0A4Dfl2M8B32wIvb4DPA3YG3g6\n8IWG4/4XsCWwM3A88JWI2LrU+Za+gKj4CvAYsCPwzvLTd02bApcD3y/neBPw1Yh4bmZeBzwCvKKh\nrbeUfdcSEbtSBUCnA9sDzwMWlM0zgT3KumeXmj/R3EafzHwEeA3wp8zcrPz8CZgGvLC0sy+wP3By\nP/t30ucDGaj2tv3Q4bHbALsC74mIfwQ+Cryq7N/TcE9uAO6jen76vA349iCvR5LUJYZPkiRJY1xm\n3piZv8jMxzNzCfA14OVNu83MzAcz8y5gPlVo0GcCMIcqLHhdZj7asG0p8MXMXJmZ51CFSYdExA7A\na4EPZ+YjmbmUKkB6U8Oxd2bmNzJzFXA2VUC0Q0TsSBWovC8zHyhtX9Vw3Ergk2X9j4DlwHPKtX4/\nM/83QBkp80bgE6WGxeU8fQ4FlmTmWeXe3Az8ADiqbJ8DvLm0tXm5njktbvFbgJ9k5pxS032ZuaAE\nae8BPpKZ92fmw8Cnm+5Bp44t17w0M5cBp1IFMC112OdtdVh7y37o8NjVwCmZ+dfMXEEVeJ6VmbeW\n52t6U0lnA28ttW1DFY4+KQiUJK2ffL9akiRpjIuIPYDTgP2oRhONB25s2u3PDcuPAps1fH42ZbRN\nZv6t6bg/ZmY2fL4T2IlqRMsE4O41g5l4CvA/rc6ZmY+W/TajCrnuz8wH2lzSfZn5eD/19tme6lob\nz3lnw/KuwAER8WDDuvFUo66gCjd+HhHvB94A3JSZjcf3eSbV6K9W538acGPDPQhgXIt9B7JTU+19\n97mlDvu8P53U3q4fOjl2WWY+1vB5J+CXDZ8b+wzgu8BtZbTa0cDVmXn3IK5HktRFjnySJEka+/4L\n+DWwe2ZuAfw7VRjQqduAdwA/jojnNG3bueFVOYBdgD9RhQd/BbbLzK3KzxaZuXcH5/sfYJuI2GoQ\nNbayjOq1v2c21dd4nqsa6tuqvLb2foDM/BVVyPMa2rxy19DObi3W3wusAPZuaH/LzGwVlDXKFuv+\nRBWWNV7Hn/rZf7h9PtTaOz22uea7gWc0fG7sMzLzj8C1VCHg21gTEEqSRgHDJ0mSpLFvc+AvwPKI\n2BN4/2AbyMw5VAHGTyKiMWh5OvChiJgQEUcBewE/KqNSLgP+MyK2KHNG7RYRA776VY79MdX8S1uX\ntg8cQs2rgPOA6RHxtIh4LnBcwy4XA3tExNvKOSaUya33atjn+8C/AAcC57Y51feAV0XE0RExPqpJ\nzp+XmauBbwBfiIinA0TEzhHx6jbt9LkH2DbWTOoO1et+J0fE9hGxHdX8Sd/tZ/9h9fkwah/qsf8N\nvCMi9oqIpwEfb7HPt4F/Bfah6ldJ0ihh+CRJkjT2nUA1cudhqlDgnKE0kplnA58EroyIiWX1dcDu\nVKNdZgBHZuZ9ZdvbgY2AXwEPAHOp5nXqxNuo5hT6NdW8Uh/u5KCIODYibm1Y9U9Ur4L9mWoC9LMa\nrudhqkms30Q1iujPwGeBjRuOn0M1V9KVmXlvq3OWebJeC3wMuJ9qsvF9y+aTgN8Cv4iIvwA/ocxP\n1U5m/rqc9/fl2+p2Av6D6rW0W4BFwE1lXbv9R6LPB137UI/NzB8DX6aab+y3wC/Kpr827HY+1eiv\n85vmHZMkredi7Vf0JUmSNFZExF3AWzPzp92uRRqMMvpsMbBx47xSEfE74L2Z+ZOuFSdJGjRHPkmS\nJI1BEbE91cTPS7pcitSRiDgiIjaOiK2pRqD9sCl4eiPVXFFXdqtGSdLQGD5JkiSNMRHxAuB24PTy\nSpjWMxHx7xGxvMXPj9dxHbe2qePYdVlH8V6qVyx/B6yiYZ6qiOilmkT9g2VOKUnSKOJrd5IkSZIk\nSaqNI58kSZIkSZJUG8MnSZIkSZIk1WZ8twuQNHZtt912OXHixG6XsV555JFH2HTTTbtdhgbJfhud\n7LfRyX4bfeyz0cl+G53st9FpLPfbjTfeeG9mbj/QfoZPkmozceJEfvnLX3a7jPVKb28vPT093S5D\ng2S/jU722+hkv40+9tnoZL+NTvbb6DSW+y0i7uxkP1+7kyRJkiRJUm0MnyRJkiRJklQbwydJkiRJ\nkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJ\nkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJ\nkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtRnf\n7QIkSeuPfU+9jIdWrOx2GQBsvtdUHr5tZrfLWGPeJV09/ZabTGDhKQd3tQZJkiRpKAyfJElPeGjF\nSpbMPKTbZQCwz9lT15taent76enp6WoNE6d2N/ySJEmShsrX7iRJkiRJklQbwydJkiRJkiTVxvBJ\nkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0M\nnyRJkiRJklQbwydJGqSI6HYJkkaYv9eSJEn1MXySJEmSJElSbQyfJEmSJEmSVBvDJ0mSJEmSJNXG\n8EmSJEmSJEm1MXySJEmSJElSbQyfJEmSJEmSVBvDJ0mSJEmSJNVmgwifImKTiLgqIsb1s8/yYZ5j\nSURsN5w2hnn+wyJiapttA15bRPwoIrYqPx8YwbrmRcTCiLg1Imb19UFEbBMRl0fE7eW/W4/UOfup\nZc+IWBARN0fEbsNs68yIeG6L9VMi4oyyPD0iThjOedZV24OsY5+ImN2Nc0udWvboMqbMm8K9K+7t\ndimSJEnSBm+DCJ+AdwLnZeaqbhdSh4gYn5kXZebMobaRma/NzAeBrYBBhU9RafcsHZ2Z+wKTgO2B\no8r6qcAVmbk7cEX5PGz9BYzA4cDczHx+Zv5uOO1l5rsy81dDqXG0y8xFwDMiYpdu1yK1M+uWWdx0\nz03MWjir26VIkiRJG7wNJXw6FrgQICJ2jIiflhEwiyPiZX07RcSMMkrnFxGxQ1n3uoi4royW+UnD\n+m0j4rIyoudMIBra+Whpe3FEfLisOzEiPlSWvxARV5blV0TE99oVHhHHR8T/i4jrI+IbDSNfZpeR\nRNcBn2saFfOsiLg2IhZFxH90coMaRm7NBHYr9+fzDbXfEBG3RMSpZd3EiPhNRHwbWAw8s1W7mfmX\nsjge2AjI8vn1wNll+WyqYKi/+npKv11SzjurL/CKiOUR8Z8RsRB4UURMLiPdboyIS0ufvxb4MPD+\niJhfjntrua8LIuJrDaOy1mqvTT29EbFfWX5HXx8BL2mz/25lFNiNEXF1ROzZz7W2fOYGIyKeXY5d\nGBE3lfP3ew8bjj2yb2RTRBxVnuOFEfHThlP8EHjTYOuS1oVljy7jwt9eSJJc8NsLHP0kSZIkddn4\nbhdQt4jYCPi7zFxSVr0FuDQzZ5Sw4Wll/abALzJzWkR8Dng38B/Az4AXZmZGxLuAfwU+BpwC/Cwz\nPxkRhwDHl/NNBt4BHEAVSF0XEVcBV5fjvgzsB2wcEROAlwGNf9Q31r4T8HHg74GHgSuBhQ27PAN4\ncWauiogpDeu/BPxXZn47Ij44yFs2FZiUmc8rNRwM7A7sX67noog4ELirrD8uM3/RX4MRcWk5/sfA\n3LJ6h8y8uyz/GegkYNkfeC5wJzAPeENpb1Pgusz8WLmnVwGvz8xlEXEMMCMz3xkRs4Dlmfl/ImIv\n4BjgJZm5MiK+ShVSfruxvYEKiogdgVOBycBDwHzg5ha7fh14X2beHhEHAF8FXtGm2XbP3GB8D5iZ\nmedHxFOpguZn0v4etvMJ4NWZ+ceI2Kph/S+pnpXPNR8QEe8B3gOwww470NvbO8jSR4eJUy8Z+sHz\nhnHsOrA+9dlQajnnvnN4fNXjADy+6nE+/qOPc8y2xwyrjuXLl68X92VYz92GahC/b+tDH2v9+X1T\n5+yz0cl+G53st9HJftsAwidgO+DBhs83AN8qIcUFmbmgrP8bcHFZvhH4h7L8DOCcEjJsBNxR1h9I\n9Yc7mXlJRDxQ1r8UOD8zHwGIiPOoAqb/AiZHxBbAX4GbqEKolwEfalP7/sBVmXl/aetcYI+G7ee2\neZXwJcAby/J3gM+2ab8TB5efvkBlM6rQ6S7gzoGCJ4DMfHUJQL5HFbhc3rQ9IyJbHry26zPz9wAR\nMYfqXs8FVgE/KPs8h+oVv8sjAmAccPeTm+KVVIHRDWW/TYClZVtjewM5AOjNzGWlrnNYu4+IiM2A\nFwPnlnMBbNxPm+2euY5ExObAzpl5PkBmPlbWQ/t72M41wOyI+G/gvIb1S4GdWh2QmV+nCtvYb7/9\nsqenZzDljxpLZh4ypON6e3tZn+/JxKmXrD/1nc2ga1n26DJuOO8GVlH907iKVdyw4gY+dcCn2G6T\noU/Lt17027xLhvzcbagG02/x2cE/b6rHevH7pkGxz0Yn+210st9GJ/ttw3jtbgXw1L4PmflTquDo\nj1R/VL+9bFqZmX0ByCrWBHOnA2dk5j7AexvbGozMXEkVIkwBfk41Euog4NnAbUNpE3ikv1MOsc1m\nAXwmM59Xfp6dmd/s4PxrF1MFIBdSvW4HcE8JV/pGDy1td2xjM20+P9YQwgVwa0O9+2TmwW2u6+yG\n/Z6TmdNbtDcSngI82HCu52XmXv3sPyLPXBvt7mHj+sbfl/cBJ1ONmroxIrZt2GfFCNYljYhZt8xi\nda5ea93qXO3cT5IkSVIXjfnwKTMfAMaVkTdExK7APZn5DeBMqlfa+rMlVVAFcFzD+p9SvcJHRLwG\n6Pu2tquBwyPiaRGxKXBEWde37YRy7NXA+4CbG0KvZjcAL4+IrSNiPGtGMw3kGtbMx3Ns44aI+PUA\nxz4MbN7w+VLgnWX0DhGxc0Q8vZMiImKzhoBpPHAI0Hf+i1hzP49jzZxc+5d5pFrZP6r5rJ5C9crc\nz1rs8xtg+4h4UWlvQkTs3WK/K4Aj+64lqm/f27WT62pyHVUfbVtG0x3VvEOZ9+qOiDiqnCsiYt9+\n2mz3zHUkMx8G/hARh5fzbRwRfa+XtruH90TEXmX9EX1tRcRumXldZn4CWMaaub32oJrrS1qvLFy6\nkJWrV661buXqlSxYuqDNEZIkSZLqtiG8dgdwGdXrRT8BeoATI2IlsBx4ez/HAUynel3qAao5l55V\n1p8KzImIW6lGMt0FkJk3lcmary/7nZmZfa+sXQ1MA67NzEci4jHWBFNPUubZ+XRp636q4OahDq73\nX4DvR8RJlFAHIKoJxaPtUdU574uIayJiMfDjzDyxzI90bXltaznwVqCTkUGbUs0RtTFV0Dkf6Bt+\nMBP474g4nmr+oaPL+l1oP6LmBuAMqtFi84HzW9T/t4g4EvhyRGxJ9Yx/Ebi1ab9fRcTJwGUlcFkJ\nfLDU0rHMvDsipgPXUr3e2e4v3GOB/yrnnAD8X9aev6vRdFo/c4PxNuBrEfFJqmvrC8Xa3cOpVK+d\nLqOaz2mzsv7zEbE71XNzRUPNBwFOPqP1ztzD+nuLVJIkSVI3bCjh01eAjwA/ycyzWfMta0/IzM0a\nludS5sHJzAtpCHAa9rmPai6kJ8nM04DTWqy/gip46Pu8R/M+LXw/M79eRg6dD1xQjp3S1PZsYHZZ\nvoO1v6Xt5PLfF1Ldi1Y1T2xYfkvTti9RTWLebFJ/hWfmPcAL2my7j2repWYHtKsR+EtmHtqirc2a\nPi+gerWyeb/pTZ/PAc4ZqL1WMrOnYfks4Kz+zlf65B8Harfs2+6Zm82aPp7evL1p39tpmtA8Inah\n/T184plvWv+G5nUlTNyP6tsDJUmSJEnq1wYRPpXRSPMjYtwIz+WzLkyPiFdRzbFzGSV8GorMvHjg\nvborM0/sdg0a0C7A1Mx8vNuFSJIkSZLWfxtE+ASQmd/qdg39iYjrePI3oL0tM0/oRj2D1U/9i0ai\n/czsBXpHoq3BiIjzefJrbydl5qUj0PY0njxH1LmZOWMQbXyF6tsNG32pjMZay0jdwzKq6vbhtiNJ\nkiRJ2jBsMOHT+i4zD+h2DcMx2utvJzOPGHivIbc9A+g4aGrTxgdHqBxJkiRJkmox5r/tTpIkSZIk\nSd1j+CRJkiRJkqTaGD5J0iBlZrdLkDTC/L2WJEmqj+GTJEmSJEmSamP4JEmSJEmSpNoYPkmSJEmS\nJKk2hk+SJEmSJEmqjeGTJEmSJEmSamP4JEmSJEmSpNoYPkmSJEmSJKk2hk+SJEmSJEmqjeGTJEmS\nJEmSajO+2wVIktYvE6de0u0SANh8r/WnFgDmdbeWLTeZ0NXzS5IkSUNl+CRJesKSmYd0u4QG608t\nvb299PT0dLsMSZIkaVTytTtJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJ\nkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8\nkiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQb\nwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJ\ntTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJ\nklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJ\nkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJ\nkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtRnf7QIkSevGvqdexkMrVna7jBG3+V5Tefi2mfWfaN4l\n9Z9jA7flJhNYeMrB3S5DkiRJI8zwSZI2EA+tWMmSmYd0u4wRt8/ZU2u/rt7eXnp6emo9h2DiVAM+\nSZKkscjX7iRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJ\nkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJG7SI6HYJkjRm+G+qJElqxfBJ\nkiRJkiRJtTF8kiRJkiRJUm0MnyRJkiRJklQbwydJkiRJkiTVxvBJkiRJkiRJtTF8kiRJkiRJUm0M\nnyRJ6seyR5fxxT9/kXtX3NvtUiRJkqRRyfCpQxGxSURcFRHj+tln+TDPsSQithtOG8M8/2ERMbXN\ntgGvLSJ+FBFblZ8PjGBd8yJiYUTcGhGz+vogIraJiMsj4vby361H6pz91LJnRCyIiJsjYrdhtnVm\nRDy3xfopEXFGWZ4eEScM5zwN7T4vIl47hOMmRsRbGj7vExGzR6ImaTSYdcssfv/X3zNr4axulyJJ\nkiSNSoZPnXsncF5mrup2IXWIiPGZeVFmzhxqG5n52sx8ENgKGFT4FJV2z+PRmbkvMAnYHjiqrJ8K\nXJGZuwNXlM/D1l/ACBwOzM3M52fm74bTXma+KzN/NZQah+h5wKDCp4gYD0wEngifMnMR8IyI2GVE\nq5PWQ8seXcaFv72QJLngtxc4+kmSJEkagvHdLmAUOZbyB3hE7AicA2xBdQ/fn5lXl20zgEOBFcDr\nM/OeiHgdcDKwEXAfcGxZvy0wB9gZuBaIvpNFxEepAi+AMzPzixFxIvDXzPxyRHwB2DczXxERrwCO\nz8xjWxUeEccDJwEPAgtLG/9URq88BjwfuCYibgH2K9ueBXwf2Ay4sJMbFBFLgP2AmcBuEbEAuDwz\nTyy1Hw1sDJyfmadExETgUuA6YDJVMHJnc7uZ+ZeyOL7cwyyfXw/0lOWzgd5yne3q6wE+CTwMPBuY\nD3wgM1eXkV1fA14FfDAiVgCnleu/F5hS7tOHgVUR8crMPCgi3gp8qNR1XWlvVXN7wM9a1NMLnJCZ\nv4yIdwD/RkMftdh/N+ArVAHco8C7M/PXba71KOAUYBXwUKnjk8AmEfFS4DPAHcCXgKdSPa/vyMzf\nRMQU4A3l2sdR9dlepT/PzswvAD8E3gR8rsW53wO8B2CHHXagt7e3VYnrlYlTL1m3J5y3js/XYDT0\nx1DUdV3n3HcOj696HIDHVz3Ox3/0cY7Z9phazqXKiP8+dvH3bUM13N/H5cuXj9l/q8Yq+2x0st9G\nJ/ttdLLfgMz0Z4AfqmDhzw2fPwZMK8vjgM3LcgKvK8ufA04uy1sDUZbfBfxnWf4y8ImyfEg5fjuq\nIGYRsClVAHArVfDxQuDcsv/VwPXABKqQ4b1tat8JWAJsU/a9GjijbJsNXAyMK5+nNGy7CHh7Wf4g\nsLyD+7Sk1D8RWNyw/mDg61Th2lPKOQ8s+60GXthB25cCD1AFYn31PtiwPRo/t2mjhyps+7vSb5cD\nRzb03dFleQLwc2D78vkY4FtleTpVYASwF1UIM6F8/mrDPXuivX7q6aUK63YE7qIKlTYCrmnoh8bz\nXQHsXpYPAK7sp+1FwM5leavm/i2ftwDGl+VXAT9o2O8PwDYN9+3ipvZfAvxwoH6bPHlyru+AdXq+\n+fPnr9PzNdr1pIu7du46TZo9qZZ2lz6yNCd/Z3JOmj3piZ/J35mcyx5dVsv5NPLPaDd/3zZUI/Fv\nqv02+thno5P9NjrZb6PTWO434JfZQa7ia3ed2Y5qREqfG4B3RMR0YJ/MfLis/xtVsAJwI1W4AvAM\n4NKIWAScCOxd1h8IfBcgMy+hClcAXko1OuiRzFwOnAe8rLQ5OSK2oBoZcy1VePEyqlCplf2BqzLz\n/sxcCZzbtP3cbP0q4UuoRmUBfKdN2506uPzcDNwE7AnsXrbdmZm/GKiBzHw1VUizMfCKFtuTNSOi\n+nN9Zv6+XPMcqnsN1QihH5Tl51C94nd5Ge1zMlUfNnslVVB4Q9nvlVTBVnN7AzkA6M3MZZn5N6pR\ndWuJiM2AFwPnlnN9jep+tHMNMDsi3k0VtLWyZWlvMfAF1jyXUI1Yu7+f9pdSBZvSmDXrllmsztVr\nrVudq537SZIkSRokX7vrzAqqV5MAyMyfRsSBVKOVZkfEaZn5bWBlCUGgCh/67u/pwGmZeVF59Wv6\nUIrIzJURcQfVyJSfA7cAB1G9QnbbUNoEHunvlENss1kAn8nMr621snrtrr/zr11M5mMRcSHV63aX\nA/dExI6ZeXd5FXJpJ820+fxYQwgXwK2Z+aIB2gqq19D+rcW2x9qEekP1FKqRXc/rZOfMfF9EHED1\njN4YEZNb7PYpYH5mHlH6ordh20D90veqnjRmLVy6kJWrV661buXqlSxYuqBLFUmSJEmjkyOfOpCZ\nDwDjIuKpABGxK3BPZn4DOBP4+wGa2BL4Y1k+rmH9T1kzj9RrqF7Pg2oU0+ER8bSI2BQ4gjUjm64G\nTijHXg28D7i5IfRqdgPw8ojYukwe/cYOLhmqkTNvKstrzSUVES3nGWrwMLB5w+dLgXeW0TtExM4R\n8fROioiIzUqw1Df59SFA3/kvYs39PI4yN1VE7B8R327T5P4R8awyufkxtJiLCfgNsH1EvKi0NyEi\n9m6x3xXAkX3XUr59b9dOrqvJdVR9tG1ETGDNhOpPyGreqzvKXE59E7Tv267BiNgtM6/LzE8Ay4Bn\n8uR+aXwup/RTX/NxAHsAi/u9KmmUm3vYXBYdt4hFxy3i9F1Pf2J57mFzu12aJEmSNKoYPnXuMta8\notUDLIyIm6kCjC8NcOx0qtebbqSavLrPqcCBEXEr1QTPdwFk5k1U8zFdTxVMnJmZN5djrqZ63era\nzLyHag6jdq/ckZl/BD5d2rqGal6mhwa6WOBfqCbeXkQ1IToAEbEdDROjtznnfVQTmC+OiM9n5mVU\nczVdW9qby5PDjHY2BS4qk6EvoBrd1PfOy0zgHyLidqo5i/q+qW8X2o/KuQE4g2qk2B3A+S3q/xtw\nJPDZiFhYzvviFvv9iuqVvMtKfZfT/6twLWXm3VTPyLVUfdRuFNuxwPGlplupRoC18/mIWFReqfs5\n1STm84HnRsSCiDiGal6yz5QBmCrNAAAgAElEQVTnuL9RkLdQTbK+MCI+UtYdBDiLryRJkiRpQL52\n17mvAB8BfpKZZ1N9u9paMnOzhuW5VCELmXkhLb4xroQ0B7c6WWaeRvVta83rr6CaELvv8x4d1P79\nzPx6GTl0PnBBOXZKU9uzqUIvMvMOoPG1s5PLf19IdS9a1TyxYfktTdu+ROuQblJ/hZeA7QVttt1H\nNc9SswPa1Qj8JTMPbdHWZk2fF1DNydW83/Smz+fQYo6m5vZaycyehuWzgLP6O1/pk38cqN2y7xta\nrL6fJ9/Lxufn5HLsbMpzUD6vpGGerYjYmGqusQ93UoskSZIkacNm+NShzLwpIuZHxLgRnstnXZge\nEa+imqfnMkr4NBSZefHAe3VXZp7Y7RrGuF2AqZn5eLcLkSRJkiSt/wyfBiEzv9XtGvoTEddRfRtc\no7dl5gndqGew+ql/0Ui0n5m9rD2p9joREecDz2pafVJmXjoCbU/jyXNEnZuZM4bbdjuZeTtwe13t\nS5IkSZLGFsOnMSQzD+h2DcMx2utvJzOPqLHtGUBtQZMkSZIkScPlhOOSJEmSJEmqjeGTJEmSJEmS\namP4JGmDlpndLkGSxgz/TZUkSa0YPkmSJEmSJKk2hk+SJEmSJEmqjeGTJEmSJEmSamP4JEmSJEmS\npNoYPkmSJEmSJKk2hk+SJEmSJEmqjeGTJEmSJEmSamP4JEmSJEmSpNoYPkmSJEmSJKk247tdgCRp\n3Zk49ZJulzDiNt9rHV3XvLF379Y3W24yodslSJIkqQaGT5K0gVgy85Bul1CT+q+rt7eXnp6e2s8j\nSZIkjUW+didJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5J\nkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3h\nkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTa\nGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJ\nqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJ\nkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJ\nkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJ\nkiRJkqTaGD5JkiRJkiSpNuO7XYAkSd2076mX8dCKlQPvOO+S+osZgs33msrDt83sdhnr1JabTGDh\nKQd3uwxJkiR1yPBJkrRBe2jFSpbMPKTffXp7e+np6Vk3BQ3SPmdPHbD+sWbi1PUzCJQkSVJrvnYn\nSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaG\nT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SVLNIqLbJUiSmvhvsyRJ647hkyRJkiRJkmpj\n+CRJkiRJkqTaGD5JkiRJkiSpNoZPkiRJkiRJqo3hkyRJkiRJkmpj+CRJkiRJkqTaGD5JkrSBWvbo\nMqbMm8K9K+7tdinSmDNnzhwmTZrEuHHjmDRpEnPmzBnUdkmSxpIBw6eI2CQiroqIcf3ss3w4RUTE\nkojYbjhtDPP8h0XE1DbbBry2iPhRRGxVfj4wgnXNi4iFEXFrRMzq64OI2CYiLo+I28t/tx6pc/ZT\ny54RsSAibo6I3YbZ1pkR8dwW66dExBlleXpEnDCc86yrtkeziOiJiIsHecz2ETGvrpokrTuzbpnF\nTffcxKyFs7pdijSmzJkzh2nTpnH66afz2GOPcfrppzNt2rQnAqaBtkuSNNZ0MvLpncB5mbmq7mK6\nISLGZ+ZFmTlzqG1k5msz80FgK2BQ4VNU2vXD0Zm5LzAJ2B44qqyfClyRmbsDV5TPw9ZfwAgcDszN\nzOdn5u+G015mviszfzWUGjU8A/RxJ8ePz8xlwN0R8ZIRKktSFyx7dBkX/vZCkuSC317g6CdpBM2Y\nMYNvfvObHHTQQUyYMIGDDjqIb37zm8yYMaOj7ZIkjTXjO9jnWOAtABGxI3AOsEU59v2ZeXXZNgM4\nFFgBvD4z74mI1wEnAxsB9wHHlvXbAnOAnYFrgeg7WUR8lCrwAjgzM78YEScCf83ML0fEF4B9M/MV\nEfEK4PjMPLZV4RFxPHAS8CCwsLTxTxExG3gMeD5wTUTcAuxXtj0L+D6wGXBhB/eHiFgC7AfMBHaL\niAXA5Zl5Yqn9aGBj4PzMPCUiJgKXAtcBk4HXAnc2t5uZfymL48s9zPL59UBPWT4b6C3X2a6+HuCT\nwMPAs4H5wAcyc3UZ2fU14FXAByNiBXBauf57gSnlPn0YWBURr8zMgyLircCHSl3XlfZWNbcH/KxF\nPb3ACZn5y4h4B/BvNPRRi/13A75CFcA9Crw7M3/d5lpbPnPt7k2bNp4NzCrnW0UV+j2Tfu5hZm5W\njj0SODQzp0TEUcAppY2HMvPANuebAhwGPA3Yjeo5+dey7c3Av1P9jlySmf31c8t9W/TxZsAXqe7l\nzxqO3xQ4nSrsnABMz8wLS31voHomxgEvBy6g+rfhmhZ1vAd4D8AOO+xAb29vu5I3KBOnXrLmw7xL\n2u+orhjoOV2+fPl6/SwPpbZz7juHx1c9DsDjqx7n4z/6OMdse8wIV1aftX6n+uPv2+i0jvqtrt/r\n2267jVWrVq3V/qpVq7jtttvo7e0dcPtos77/G6nW7LfRyX4bnew3IDPb/lD9Af/nhs8fA6aV5XHA\n5mU5gdeV5c8BJ5flrYEoy+8C/rMsfxn4RFk+pBy/HVUQswjYlOoP3Vupgo8XAueW/a8Grqf64/gU\n4L1tat8JWAJsU/a9GjijbJsNXAyMK5+nNGy7CHh7Wf4gsLy/e1T2W1Lqnwgsblh/MPB1qjDgKeWc\nB5b9VgMv7KDtS4EHqAKxvnofbNgejZ/btNFDFbb9Xem3y4EjG/ru6LI8Afg5sH35fAzwrbI8nSow\nAtgL+CEwoXz+asM9e6K9furppQrrdgTuogp5NqIKMs5ocb4rgN3L8gHAlf203e6Zm9Kq7TZtXAcc\nUZafShUK9XcPlzcceyQwuywvAnYuy1v1c74pwO+BLcv57qQKu3ZquD/jgSuBw/t53lvu29THTwX+\nB9i9PDv/DVxctn0aeGtfvcD/o/pdnAL8Adim4Xw7A4sGen4nT56cygSeWJ4/f373ClFLu5508YD7\nrM/9Nmn2pEEfs/SRpTn5O5Nz0uxJT/xM/s7kXPboshoqHHmd9Fnm+t1vam9d9Vvjv80jbe+9984r\nr7xyrXVXXnll7r333h1tH238XRud7LfRyX4bncZyvwG/zAH+LszMAV+7245qREqfG4B3RMR0YJ/M\nfLis/xtVsAJwI1W4AvAM4NKIWAScCOxd1h8IfJfqf/UvoQpXAF5KNerjkcxcDpwHvKy0OTkitqAa\nGXMtVXjxMqpQqZX9gasy8/7MXAmc27T93Gz9KuFLqEZlAXynTdudOrj83AzcBOxJ9Uc/wJ2Z+YuB\nGsjMV1OFNBsDr2ixPVkzIqo/12fm78s1z6G611CNyvlBWX4O1aiXy8vorZOp+rDZK6mCwhvKfq+k\nCmWa2xvIAUBvZi7LzL9RjapbSxml82Lg3HKur1Hdj3baPXMdiYjNqQKj8wEy87HMfLRsbncP27kG\nmB0R76YKrPpzRWY+lJmPAb8CdgVewJr78zjwParfnVb627exT/YE7sjM28uz892GNg4Gppb73EsV\nVO1Stl2emfc37LuUKvCSNArNumUWq3P1WutW52rnfpJGyLRp0zj++OOZP38+K1euZP78+Rx//PFM\nmzato+2SJI01A712t4LqD1AAMvOnEXEg1Wil2RFxWmZ+G1hZ/pCF6g/dvnZPB07LzIvKq1/Th1Jk\nZq6MiDuoRmD8HLgFOIjq9afbhtIm8Eh/pxxim80C+Exmfm2tldVrd/2df+1iMh+LiAupXre7HLgn\nInbMzLvLq5BLO2mmzefHGkK4AG7NzBcN0FYAZ2fmv7XY1tjeSHgK1ciu53W4/4g8c220u4eN6xt/\nX94XEQdQ/b7cGBGTM/O+Nm03vm7Y+Ds0EjrtkwDemJm/WWtldQ3Nz+tTqf59kDQKLVy6kJWrV661\nbuXqlSxYuqBLFUljy5vf/GYA/vmf/5nbbruNvfbaixkzZjyxfqDtkiSNNf2OfMrMB4BxEfFUgIjY\nFbgnM78BnAn8/QDtbwn8sSwf17D+p6yZR+o1VK9KQTWK6fCIeFqZf+YI1oxsuho4oRx7NfA+4OaG\n0KvZDcDLI2LriBgPvHGAWvtcA7ypLK81l1REtJxnqMHDwOYNny8F3llG7xARO0fE0zspIiI2K8ES\npf5DgL7zX8Sa+3kcZW6qiNg/Ir7dpsn9I+JZZXLzY2gxFxPwG2D7iHhRaW9CRLQaOXQFcGTftZRv\n39u1k+tqch1VH20bERNYM6H6E7Ka9+qOMn9S3wTt+/bTZrtnriNlNN8fIuLwcr6NI+JpZXO7e3hP\nROxV1h/R11ZE7JaZ12XmJ4BlVK/SDcb1VPdnuzJR+JuBq4a576+BibHmGwsb/1/upcA/R0SU+p/f\nT217AIs7vxRJ65O5h81l0XGLnvQz97C53S5NGjPe/OY3s3jxYlatWsXixYufFCwNtF2SpLGkk2+7\nu4w1rxf1AAsj4maqP76/NMCx06lel7qRavLqPqcCB0bErVQTGd8FkJk3Uc3HdD1VMHFmZt5cjrma\n6nWra7OaQPox2r9yR2b+kWoOm+upAqUlwEMDXSzwL1STMi+imtcGgIjYjoaJ0duc8z6qCcwXR8Tn\nM/Myqrmari3tzWXtcKo/mwIXlcnQF1CNbup7H2Im8A8RcTvVJNJ939S3C+1Ho9wAnEE1UuwO4PwW\n9f+Nas6iz0bEwnLeF7fY71dUr+RdVuq7nP5fhWspM++mekaupeqjdqPYjgWOLzXdSjUCrJ3ptH7m\nBuNtwIfKtf0c+F9lfbt7OJXqtdOfA3c3tPP5iFgUEYvLtoWDKaLcn6lUk5svBG7MzJaT4He6b3mt\n7z3AJRFxE2uPmvsU1bxft5TfzU/1U95BgLP4SpIkSZIG1MmrPV8BPgL8JDPPpvp2tbVk+aavsjyX\nKmSh/PHb6g/g+6jml3mSzDyN6tvWmtdfQfWHcd/nPTqo/fuZ+fUycuh8qm/oIjOnNLU9myr0IjPv\nABpfOzu5/PeFVPeiVc0TG5bf0rTtS7QO6Sb1V3gJ2F7QZtt9VPMsNTugXY3AXzLz0BZtbdb0eQEt\n5hXKzOlNn8+hxRxNze21kpk9DctnAWf1d77SJ/84ULtl33bP3GzW9PH05u1N+95O0/xaEbEL7e/h\nE8980/o3dFjzE7WVz4c2LM9hzRxkA7XTct8WfTyPau6n5v1WAO8dqL7iMPoPASVJkiRJAjoInzLz\npoiYHxHjRngun3VhekS8imp+msso4dNQZObFA+/VXZl5Yrdr0NgXEdtTzav1wIA7S5IkSZI2eB1N\napyZ36q7kOGIiOuovg2u0dsy84Ru1DNY/dS/aCTaz8xeqm8vW6ci4nzgWU2rT8rMS0eg7Wk8eY6o\nczNzxiDa+ArVtxs2+lIZjbWWkbiHEfFq4LNNq+/IzCNa7d9PO7U+LwPJzGUMI8iVJEmSJG1YRvIb\ntbomMw/odg3DMdrrb2ewocog254BdBw0tWnjgyNUTqfnu5RqUu/htjMmnxdJkiRJ0tjUyYTjkiRJ\nkiRJ0pAYPkmSJEmSJKk2hk+SVLPM7HYJkqQm/tssSdK6Y/gkSZIkSZKk2hg+SZIkSZIkqTaGT5Ik\nSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gk\nSZIkSZKk2ozvdgGSJHXbxKmXDLzTvA726YLN9+qw/jFky00mdLsESZIkDYLhkyRpg7Zk5iED7tPb\n20tPT0/9xQzJwPVLkiRJ3eRrd5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaG\nT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJq\nY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIk\nqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIk\nSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIk\nSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMk\nSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+\nSZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqM77bBUiSNFL2PfUyHlqxsp7G511ST7vrmc33msrD\nt83sdhkjZwPpt8HacpMJLDzl4G6XIUmSNhCGT5KkMeOhFStZMvOQEW+3t7eXnp6eEW93fbTP2VNr\nuYfdsCH122BNnGooJ0mS1h1fu5MkSZIkSVJtDJ8kSZIkSZJUG8MnSZIkSZIk1cbwSZIkSZIkSbUx\nfJIkSZIkSVJtDJ8kSZIkSZJUG8MnSZIkSZIk1cbwSZIkSZIkSbUxfJIkSZIkSVJtDJ8kaQRFRLdL\nkCRJWov//0RStxk+SZIkSZIkqTaGT5IkSZIkSaqN4ZMkSZIkSZJqY/gkSZIkSZKk2hg+SZIkSZIk\nqTaGT5IkSZIkSaqN4ZMkSVqnlj26jCnzpnDvinu7XYokSZLWgTEZPkXEJhFxVUSM62ef5cM8x5KI\n2G44bQzz/IdFxNQ22wa8toj4UURsVX4+MIJ1zYuIhRFxa0TM6uuDiNgmIi6PiNvLf7ceqXP2U8ue\nEbEgIm6OiN2G2daZEfHcFuunRMQZZXl6RJwwnPOsryJiYkQsLsv7RMTsLpckaRSbdcssbrrnJmYt\nnNXtUiRJkrQOjMnwCXgncF5mrup2IXWIiPGZeVFmzhxqG5n52sx8ENgKGFT4FJV2z87RmbkvMAnY\nHjiqrJ8KXJGZuwNXlM/D1l/ACBwOzM3M52fm74bTXma+KzN/NZQaByMixtd9juHKzEXAMyJil27X\nImn0WfboMi787YUkyQW/vcDRT5IkSRuA9f4P3SE6FngLQETsCJwDbEF1ve/PzKvLthnAocAK4PWZ\neU9EvA44GdgIuA84tqzfFpgD7AxcC0TfySLio1SBF8CZmfnFiDgR+Ov/b+/OoyyryruPf38CAjI6\nslBfbaLiEFQUBKOCLRqM4hgHjBPtbGIcIxGXQxAnlETjjIoKGjUIDhAwDAItoAgtMzhH0MQYQUCk\nBbTpft4/zi64XdwauqtO3aqu72etWnXuGfZ5znnuqap+eu99q+rDST4IPLiq9kqyF/CSqnresMCT\nvAR4E/A74MLWxt+3niY3Ag8BvpPkImDXtm0H4EvAlsAx07lBSS4HdgUOBu6V5ALg5Krav8X+bGBT\n4OtV9U9JlgAnAmcDuwBPBH4xvt2q+n1b3Ljdw2qvnwosbctHAMvbdU4U31LgIOA64N7AacDfVdWa\n1rPrk8DjgFcluQH4QLv+3wLL2n16HbA6yWOr6jFJng+8psV1dmtv9fj2gDOHxLMceGNVfT/Ji4A3\nM5CjIfvfC/gYXQHueuBlVfWjCa71cNbO7duAj9AV8DYBDqyqY5IsoyuobQHcB/jndi0vaDE8saqu\nTrIzcChwO+C/6N6b2wGfr6rd2jmXAP9RVQ9Mssv4+1dVv27rP9vCPGlc2P8BPAd4/5DreTnwcoDt\nttuO5cuXD7vsDdqSA46ffIcTptiuGenjPbdy5cpF9V7u81qPvOpIblp9EwA3rb6Jt33zbex7x317\nOddiy9u6mvJn1Sj5c3LhMWfz3vifh/6MXJjM28Jk3oCq2qC+6P4x/n8Dr/8BeEtb3gjYqi0X8OS2\n/H7grW359kDa8kuBf2nLHwbe3pb3acffia4QczFdQWBL4FK6IsLDgaPa/mcA59AVEv4JeMUEsd8V\nuBy4Q9v3DOCjbdvhwHHARu31soFtxwIvbMuvAlZO4z5d3uJfAlwysH5v4FN0xbXbtHPu2fZbAzx8\nGm2fCFxDVxAbi/d3A9sz+HqCNpbSFWT+rOXtZOCZA7l7dlveBPgucOf2el/gs235QLqCEcD96Qom\nm7TXHx+4Zze3N0k8y+mKddsDv6QrKt0W+M5AHgbPdwpwn7a8O3DqJG2Pz+17gOe35W2Bn7T31zLg\nZ8BW7fzXAq9s+30QeF1bvgh4dFs+CPjXtnwBsENbfhNdkXWy+3cRsGdbPmTc++SRdMWrSd8Lu+yy\nSy02wKTbTzvttLkJZJG655uO66XdxZS3nQ7fqbe2r/jDFbXLF3apnQ7f6eavXb6wS115/ZW9nG8x\n5W1d9fWszAbztvCYs/lv2N8n5m1hMm8L04acN+D7NY1azYY47O5OdD1SxqwAXpTkQOCBVXVdW/8n\nun/wA5xLV1wBuDtwYpKLgf2BP2/r9wT+DaCqjqcrrgA8iq530B+qaiXwNWCP1uYuSbam65VyFl3x\nYg+6otIwuwHfrqqrq2oVcNS47UfV8KGEj6TrlQXwhQnanq6929f5wHnA/eh62QD8oqq+N1UDVfV4\nuiLNpsBeQ7YXt/SImsw5VfXzds1fprvXAKuBr7bl+9L1EDq59d56K10Ox3ssXaFwRdvvsXSFrfHt\nTWV3YHlVXVlVf6LrVbeWJFsCjwCOauf6JN39mMxgbvcGDmjHLgc2A8aGuJ1WVddV1ZV0xaf/aOsv\nBpYk2QbYtqq+3dYfQffeBfgKXXGJ9v1IJrh/SbZt7Zze9h//vrqCrlgqSdN26EWHsqbWrLVuTa1x\n7idJkqQN3IY47O4Gun+sA1BVpyfZk6630uFJPlBVnwdWtSIIdMWHsXvxEeADVXVsG/p14PoEUVWr\nklxG11vlu3S9SB5DN4Tsh+vTJvCHyU65nm2OF+C9VfXJtVZ2w7QmO//awVTdmOQYuuF2JwO/SbJ9\ndcO5tqcrXkzZzASvbxwo1AS4tKr+Yoq2AhxRVW8esu3GCYp66+s2dD27dl6HYwbvbYBnVNWPB3dI\nsjtrD/FbM/B6DVM/z0fSFcS+RlcD/GmSBzLk/rXi02Q2o3vWJGnaLrziQlatWbXWulVrVnHBFReM\nKCJJkiTNhQ2u51NVXQNslGQzgCT3BH5TVZ8GDgMeOkUT2wC/asv7Daw/nVvmkXoC3fA86HoxPS3J\n7ZJsATydW3o2nQG8sR17BvBK4PyBotd4K4BHJ7l9m3j6GdO4ZOiGfj2nLa81l1SSofMMDbiObhjX\nmBOBF7feOyS5W5K7TCeIJFu2wtLYxNn7AGPnP5Zb7ud+tLmpkuyW5PMTNLlbkh3a5Ob7MmQuJuDH\nwJ2T/EVrb5Mkfz5kv1OAZ45dS/v0vXtO57rGOZsuR3dMsgm3TKh+s+rmvbosybPauZLkwetwjhOB\nVydJO/4h0z2wqq4FrkmyR1v1AuDbbdt/0RVa38YtPbaG3r/qJqP/XZKx3mbj5yjbEbhkHa5Jkjj6\nKUdz8X4X3+rr6KccPerQJEmS1KMNrvjUnMQtQ7SWAhcmOZ+ugPGhKY49kK53yLl0ky+PeQewZ5JL\ngb+mm/eHqjqPbs6ec+gKE4dV1fntmDPohludVVW/oZvDaKIhd1TVr+jm+zmHrqB0Od3Qqqm8lm7i\n7YvpJkQHIMmdGJgYfYJzXkU3yfUlSQ6pqpPo5mo6q7V3NGsXpyazBXBsmwz9ArreTWNjKQ4G/jLJ\nT+km9h77pL57MHEPmhXAR+l6il0GfH1I/H8Cngm8L8mF7byPGLLfD+iGlJ3U4juZqYfC3UpV/Zru\nPXIWXY4m6sX2POAlLaZL6XqATdc76eZiuqi93965jmHuBxzSrnNnunmfxhwJPJ9uCN5U9+9FwMfa\ncLzx76PHAM4sKkmSJEma0oY47A66Txl7PfCtqjqCbt6btVTVlgPLR9MVWaiqYxjyiXGtSLP3sJNV\n1QfoPi1s/PpT6IoIY693nEbsX6qqT7WeQ18HvtGOXTau7cPpil5U1WXA4LCpt7bvD6e7F8NiXjKw\n/Nxx2z7E8CLdTpMF3gpsD5tg21V08yyNt/tEMQK/r6onDWlry3GvL+CWeY0G1x847vWRDJmjaXx7\nw1TV0oHlzwGfm+x8LSd/NVW7bd9l417fALxiyH6H03LeXi8Ztq3dj4dPcK5/pvuUvMF1E92/c4HB\nHlv/CJBkU7r5y1430TVJkiRJkjRmgyw+VdV5SU5LstEsz+UzFw5M8ji6OXVOohWf1kdVHTf1XqNV\nVfuPOgats3sAB1TVTaMORJIkSZI0/22QxSeAqvrsqGOYTJKz6T4NbtALquqNo4hnXU0S/8Wz0X5V\nLaf7pLc5leTrwA7jVr+pqk6chbbfwq3niDqqqt4907bnUlX9FPjpqOOQJEmSJC0MG2zxab6rqt1H\nHcNMLPT4J1JVT++x7XcDC6rQJEmSJEnSTG2oE45LkiRJkiRpHrD4JEmSJEmSpN5YfJKkWVRVow5B\nkiRpLf59ImnULD5JkiRJkiSpNxafJEmSJEmS1BuLT5IkSZIkSeqNxSdJkiRJkiT1xuKTJEmSJEmS\nemPxSZIkSZIkSb2x+ED5QgkAABieSURBVCRJkiRJkqTeWHySJEmSJElSbyw+SZIkSZIkqTcbjzoA\nSZJm05IDju+n4RN6anee2er+Pd7DUVgkeVtX22y+yahDkCRJi4jFJ0nSBuPyg/fppd3ly5ezdOnS\nXtqef/q5h6OwuPImSZI0fznsTpIkSZIkSb2x+CRJkiRJkqTeWHySJEmSJElSbyw+SZIkSZIkqTcW\nnyRJkiRJktQbi0+SJEmSJEnqjcUnSZIkSZIk9cbikyRJkiRJknpj8UmSJEmSJEm9sfgkSZIkSZKk\n3lh8kiRJkiRJUm8sPkmSJEmSJKk3Fp8kSZIkSZLUG4tPkiRJkiRJ6o3FJ0mSJEmSJPXG4pMkSZIk\nSZJ6Y/FJkiRJkiRJvbH4JEmSJEmSpN5YfJIkSZIkSVJvLD5JkiRJkiSpNxafJEmSJEmS1BuLT5Ik\nSZIkSeqNxSdJkiRJkiT1xuKTJEmSJEmSemPxSZIkSZIkSb2x+CRJkiRJkqTeWHySJEmSJElSbyw+\nSZIkSZIkqTcWnyRJkiRJktQbi0+SJEmSJEnqjcUnSZIkSZIk9cbikyRJkiRJknpj8UmSJEmSJEm9\nsfgkSZIkSZKk3lh8kiRJkiRJUm8sPkmSJEmSJKk3Fp8kSZIkSZLUG4tPkiRJkiRJ6o3FJ0mSJEmS\nJPXG4pMkSZIkSZJ6Y/FJkiRJkiRJvbH4JEmSJEmSpN5sPOoAJEnSzDz4HSdx7Q2rRh3GrNvq/gdw\n3Q8PnlkjJxw/O8Fobpm3hWfEOdtm80248J/2HmkMkqSJWXySJGmBu/aGVVx+8D6jDmPWPfCIA2Z0\nXcuXL2fp0qWzF5DmhHlbeOZDzpYcYMFSkuYzh91JkiRJkiSpNxafJEmSJEmS1BuLT5IkSZIkSeqN\nxSdJkiRJkiT1xuKTJEmSJEmSemPxSZIkSZIkSb2x+CRJkiRJkqTeWHySJEmSJElSbyw+SZIkSZIk\nqTcWnyRJ80KSUYcgSZIkzRsb0t/HFp8kSZIkSZLUG4tPkiRJkiRJ6o3FJ0mSJEmSJPXG4pMkSZIk\nSZJ6Y/FJkiRJkiRJvbH4JEmSJEmSpN5YfNJakmye5NtJNppkn5UzPMflSe40kzZmeP6nJDlggm1T\nXluSbybZtn393SzGdUKSC5NcmuTQsRwkuUOSk5P8tH2//RTtLE1y3GzFNaT9JyU5qK/2JUlz48rr\nr2TZCcv47Q2/HXUokiRpA2fxSeO9GPhaVa0edSB9SLJxVR1bVQevbxtV9cSq+h2wLbBOxad0Jnru\nnl1VDwZ2Au4MPKutPwA4paruA5zSXo/S8cCTk9xuxHFIkmbg0IsO5bzfnMehFx466lAkSdIGzuKT\nxnsecAxAku2TnJ7kgiSXJNljbKck7269dL6XZLu27slJzk5yfpJvDay/Y5KTWo+ew4AMtPOG1vYl\nSV7X1u2f5DVt+YNJTm3LeyX54kSBJ3lJkp8kOSfJp5N8tK0/vPUkOht4f5JlA9t2SHJWkouTvGs6\nN2ig59bBwL3a/TlkIPYVSS5K8o62bkmSHyf5PHAJ8P+GtVtVv2+LGwO3Baq9fipwRFs+AnjaNMLc\nOsnx7byHjhW8knwiyfdbLt4xcE0HJ/lBi/uf27o7J/lqu54VSR7Z4ixgOfCk6dwvSdL8c+X1V3LM\nz46hKL7xs2/Y+0mSJPVq41EHoPkjyW2BP6uqy9uq5wInVtW72xCwsZ4uWwDfq6q3JHk/8DLgXcCZ\nwMOrqpK8FPhH4B+AfwLOrKqDkuwDvKSdbxfgRcDudAWps5N8GzijHfdhYFdg0ySbAHsAp08Q+12B\ntwEPBa4DTgUuHNjl7sAjqmp1kmUD6z8EfKKqPp/kVet4yw4AdqqqnVsMewP3AXZr13Nskj2BX7b1\n+1XV9yZrMMmJ7fj/BI5uq7erql+35f8DtptGbLsBDwB+AZwA/HVr7y1VdXXL5ylJHgT8Cng6cL+W\nu21bGx8CPlhVZya5B3AicP+27ft0+fjKkGt4OfBygO22247ly5dPI9zFY+XKld6TSSw54PhRhzCx\nE+ZxbLDBvq9mcl0+bxM78qojuWn1TQDctPom3vbNt7HvHfcdcVQd87bwzJeczevfIfPVPP/dpgmY\nt4VpPfM2H36+zgaLTxp0J+B3A69XAJ9thZ9vVNUFbf2fgLE5hc4F/rIt3x04Msn2dD13Lmvr96Qr\nflBVxye5pq1/FPD1qvoDQJKv0RU0PgHskmRr4I/AeXRFqD2A10wQ+27At6vq6tbWUcCOA9uPmmAo\n4SOBZ7TlLwDvm6D96di7fZ3fXm9JV3T6JfCLqQpPAFX1+CSbAV8E9gJOHre9ktTQg9d2TlX9HCDJ\nl+nu9dHAs1txaGNge7oC1Q+AG4HPtLmixnL7OOAByc0d1bZOsmVVrQSuAO46wTV8CvgUwK677lpL\nly6dRriLx/Lly/GeTOzyg/cZdQhDzfe8LTng+Hkd33o7ghld13zP26hcef2VrPjaClbT/VpczWpW\n3LCCd+7+Tu60+cimZLyZeVt45kXOTjh+3v4Oma/mRd60zszbwrS+ecv7Zva30HzisDsNugHYbOxF\nVZ1OVzj6FXB4khe2Tava0CuA1dxSxPwI8NGqeiDwisG21kVVraIrXC0DvkvXE+oxwL2BH65Pm8Af\nJjvlerY5XoD3VtXO7eveVfWZaZx/7WCqbqQb+vjUtuo3raBH+37FdJoZ/zrJDsAbgcdW1YPo5m7a\nrKpuoiveHU03lO6Edsxt6HqyjV3P3VrhCbrc3jDda5IkzR+HXnQoa2rNWuvW1BrnfpIkSb2x+KSb\nVdU1wEat5w1J7gn8pqo+DRxGN6RtMtvQFaoA9htYfzrdED6SPAEY+7S2M4CnJbldki3ohn6dMbDt\nje3YM4BXAucPFL3GWwE8Osntk2zMLb2ZpvId4Dlt+XmDG5L8aIpjrwO2Gnh9IvDiJFu24++W5C7T\nCSLJlgMFpo2BfYCx8x/LLfdzP26Zk2u3No/UMLu1+axuA+xLNyRya7oi2LVtPq4njJ0b2Kaqvgm8\nHnhwa+Mk4NUDMe480P6OdPNXSZIWmAuvuJBVa1attW7VmlVccMUFExwhSZI0Mw6703gn0Q3R+haw\nFNg/ySpgJfDCSY4DOBA4qg2rOxXYoa1/B/DlJJfS9WT6JUBVnZfkcOCctt9hVTU2ZO0M4C3AWVX1\nhyQ3ckth6laq6ldJ3tPaupqucHPtNK73tcCXkryJVtQBaBOKZ8KjunNeleQ7SS4B/rOq9k9yf+Cs\nNlRtJfB8YDqfHLgF3RxRm9IVhU8Dxv4L+mDgK0leQjeH07Pb+nswce+jFcBH6XqLnUY3vHFNkvPp\n7s1/0xXeoCugHdOKjgHe0Na/BvhYkovoflacTlcEhK4n2puncV2SpHnm6KccPfVOkiRJs8jik8b7\nGF3vl29V1RHc8ilrN6uqLQeWj6ZNjF1VxzBQwBnY5yq6uZBupao+AHxgyPpTgE0GXu84fp8hvlRV\nn2o9h74OfKMdu2xc24cDh7fly4C/GNj81vb94XT3YljMSwaWnztu24foJuoeb6fJAq+q3wAPm2Db\nVcBjh2zafViMVbWcbrjksLaWTRDCbkP2/S1dr6m1tF5Tm1fVxRO0JUmSJEnSzSw+aS2tN9JpSTaa\nYILu+ezAJI+jm4/oJFrxaX1U1XFT7zVaVbX/iE59D7pPI5QkSZIkaUoWn3QrVfXZUccwmSRnA5uO\nW/2CqnrjKOJZV5PEvyB6ElXVilHHIEmSJElaOCw+acGpqt1HHcNMLPT4JUmSJElaF37anSRJkiRJ\nknpj8UmSJEmSJEm9sfgkSZIkSZKk3lh8kiTNC1U16hAkSZKkeWND+vvY4pMkSZIkSZJ6Y/FJkiRJ\nkiRJvbH4JEmSJEmSpN5YfJIkSZIkSVJvLD5JkiRJkiSpNxafJEmSJEmS1BuLT5IkSZIkSeqNxSdJ\nkiRJkiT1xuKTJEmSJEmSerPxqAOQJEkzt+SA40cdwqzb6v6zcF0nbHj3ZVEwbwvPiHO2zeabjPT8\nkqTJWXySJGmBu/zgfUYdQk9mdl3Lly9n6dKlsxOK5ox5W3jMmSRpKg67kyRJkiRJUm8sPkmSJEmS\nJKk3Fp8kSZIkSZLUG4tPkiRJkiRJ6o3FJ0mSJEmSJPXG4pMkSZIkSZJ6Y/FJkiRJkiRJvbH4JEmS\nJEmSpN5YfJIkSZIkSVJvLD5JkiRJkiSpNxafJEmSJEmS1BuLT5IkSZIkSeqNxSdJkiRJkiT1xuKT\nJEmSJEmSemPxSZIkSZIkSb2x+CRJkiRJkqTeWHySJEmSJElSbyw+SZIkSZIkqTcWnyRJkiRJktQb\ni0+SJEmSJEnqTapq1DFI2kAluRL4xajjmGfuBPx21EFonZm3hcm8LUzmbeExZwuTeVuYzNvCtCHn\n7Z5VdeepdrL4JElzKMn3q2rXUcehdWPeFibztjCZt4XHnC1M5m1hMm8Lk3lz2J0kSZIkSZJ6ZPFJ\nkiRJkiRJvbH4JElz61OjDkDrxbwtTOZtYTJvC485W5jM28Jk3hamRZ8353ySJEmSJElSb+z5JEmS\nJEmSpN5YfJKkWZBksyTnJLkwyaVJ3tHWH57ksiQXtK+dJzh+9cA+x85t9IvTJDlLkncn+UmSHyZ5\nzQTH75fkp+1rv7mNfvGahbz5rI3AJHk7YyAf/5vkGxMc7/M2ArOQN5+3EZgkb49Ncl7Lx5lJ7j3B\n8W9O8rMkP07y+LmNfvGaSd6SLElyw8DzdujcX8HiNEne9mp5uyTJEUk2nuD4RfP7zWF3kjQLkgTY\noqpWJtkEOBN4LfBK4LiqOnqK41dW1ZZzEKqaSXJ2f+AxwLKqWpPkLlV1xbhj7wB8H9gVKOBcYJeq\numZOL2IRmkne2vE+ayMwUd6q6nsD+3wVOKaqPj/uWJ+3EZlJ3to2n7cRmOTn5OeBp1bVD5P8HbBb\nVS0bd+wDgC8DuwF3Bb4F7FhVq+fyGhajGeZtCd3fmzvNbdSaIG+vB44EHltVP0lyEPCLqvrMuGMX\n1e83ez5J0iyozsr2cpP2ZXV/HpskZ38LHFRVa9p+typgAI8HTq6qq9sfCCcDfzUHYS96M8ybRmSq\nn5FJtgb2Aob1oPF5G5EZ5k0jMkneCti6rd8G+N8hhz8V+Peq+mNVXQb8jK4QpZ7NMG8akQnythr4\nU1X9pK0/GXjGkMMX1e83i0+SNEuSbJTkAuAKul8kZ7dN705yUZIPJtl0gsM3S/L9JN9L8rS5iVgT\n5OxewL4tH/+Z5D5DDr0b8N8Dr/+nrdMcmEHewGdtZCb5GQnwNOCUqvr9kEN93kZoBnkDn7eRmSBv\nLwW+meR/gBcABw851OdthGaQN4Adkpyf5NtJ9pijkMWt8wacA2ycZNe2yzOB/zfk0EX1vFl8kqRZ\nUlWrq2pn4O7Abkl2At4M3A94GHAH4E0THH7PqtoVeC7wr0nuNRcxL3YT5GxT4MaWj08Dnx1ljLq1\nGebNZ21EJsjbmL+hG+qjeWaGefN5G5EJ8vZ64IlVdXfgc8AHRhmjbm0Gefs1cI+qegjwBuBLrWei\n5sD4vAF/DjwH+GCSc4Dr6HpDLWoWnyRpllXV74DTgL+qql+37rh/pPuDYWjX9ar6Vfv+c2A58JA5\nClesnTO6/3X6Wtv0deBBQw75FWv/D9bd2zrNofXIm8/aPDAubyS5E93PxuMnOMTnbR5Yj7z5vM0D\nA3l7AvDggZ5rRwKPGHKIz9s8sK55a8Mkr2rL5wL/Bew4R+GqGfdvgLOqao+q2g04HfjJkEMW1fNm\n8UmSZkGSOyfZti1vDvwl8KMk27d1oRuecMmQY28/Nhyv/TH/SOAHcxX7YjVRzujmLnlM2+3RDP9j\n4URg75a72wN7t3Xq2Uzy5rM2OpPkDbrhCMdV1Y0THO7zNiIzyZvP2+hMkLcfAtskGStIjK0b71jg\nOUk2TbIDcB+6IUTq2Uzy1o7dqC3/GV3efj4ngS9yk/wb4C5t3aZ0Ix+GfQLhovr9NvTj/iRJ62x7\n4Ij2i/82wFeq6rgkpya5MxDgArpPv6ONAX9lVb2U7lO6PplkTTv24KryD/T+TZSzM4EvJnk9sJJu\nroW1clZVVyd5J7CitXVQVV09gmtYjNY7b/isjdLQvLVtz2HcHCY+b/PGeucNn7dRmujn5MuAr7ac\nXAO8GCDJU4Bdq+rtVXVpkq/QFQpvAl5VftLdXFnvvAF7AgclWQWsoXsO/Tk5NybK2yFJntTWfaKq\nToXF/fstVX4YkyRJkiRJkvrhsDtJkiRJkiT1xuKTJEmSJEmSemPxSZIkSZIkSb2x+CRJkiRJkqTe\nWHySJEmSJElSbyw+SZIkSZIkqTcWnyRJkjQjSQ5M8sb1PPagJI+bpTiWJHnuNPbbOckTp7Hf0iTH\nzUZscynJsiRXJjmsvd41yYdn0N7K9Tzui0muTvLM9T23JGnDYPFJkiRJI1NVb6+qb81Sc0uAKYtP\nwM7AlMWnUUmy0Sw0c2RVvRSgqr5fVa+ZhTbXSVU9Dzh2rs8rSZp/LD5JkiRpnSV5S5KfJDkTuO/A\n+nslOSHJuUnOSHK/JNsk+UWS27R9tkjy30k2SXL4WM+YJA9L8t0kFyY5J8lWSTZKckiSFUkuSvKK\nScI6GNgjyQVJXp9ksySfS3JxkvOTPCbJbYGDgH3bfvsm2S3JWW2f7ya57yTnGLwHWyT5bIv1/CRP\nbeuXJflauw8/TfL+gWP2buc6L8lRSbZs6y9P8r4k5wHPavfiohbjIUkuafudnmTngfbOTPLgKeK8\nuQdXkjsk+UZr+3tJHtTWr9V7LcklSZYMaWv/gVy8Y+A+HN/ydkmSfadz/yRJi8fGow5AkiRJC0uS\nXYDn0PUg2hg4Dzi3bf4U8Mqq+mmS3YGPV9VeSS4AHg2cBjwJOLGqViUZa/O2wJHAvlW1IsnWwA3A\nS4Brq+phSTYFvpPkpKq6bEhoBwBvrKontTb/AaiqemCS+wEnATsCbwd2raq/b/ttDexRVTe1IYDv\nAZ4xjVvxFuDUqnpxkm2Bc5KM9eLaGXgI8Efgx0k+0q7nrcDjquoPSd4EvIGuGAZwVVU9tMV0CfCy\nqjorycED5/wMsAx4XZIdgc2q6sJpxDrmHcD5VfW0JHsBn2+xTinJ3sB9gN2AAMcm2RO4M/C/VbVP\n22+bdYhHkrQIWHySJEnSutoD+HpVXQ+Q5Nj2fUvgEcBRY0UlYNP2/UhgX7ri03OAj49r877Ar6tq\nBUBV/b61uTfwoIF5g7ahK4AMKz6N9yjgI629HyX5BV3xabxtgCOS3AcoYJNptA2wN/CUgR5DmwH3\naMunVNW17Rp+ANwT2BZ4AF0BDeC2wFkD7R3Z9t8W2KqqxrZ9ia5gB3AU8LYk+wMvBg6fZqxjHkUr\nrFXVqUnu2Ipv07F3+zq/vd6SLhdnAP+S5H3AcVV1xjrGJEnawFl8kiRJ0my5DfC7qhrWk+ZY4D1J\n7gDsApw6zTYDvLqqTpylGId5J3BaVT29DTVbPs3jAjyjqn681squx9cfB1atpvu7O8DJVfU3E7T3\nh6lOWFXXJzkZeCrwbLp7ORtuYu0pOTYbsk+A91bVJ2+1IXko3Txa70pySlUddKujJUmLlnM+SZIk\naV2dDjwtyeZJtgKeDDf3VrosybMA0nlw27YSWAF8iK53zOpxbf4Y2D7Jw9qxWyXZGDgR+Nskm7T1\nOybZYoK4rgO2Gnh9BvC8sePoeiX9eMh+2wC/asvL1uE+nAi8Oq0bU5KHTLH/94BHJrl323+LFtda\nqup3wHWtiAVdT7FBhwEfBlZU1TXrEC+sfU+WAr9tebscGBvy91BghyHHngi8eGCeqrsluUuSuwLX\nV9W/AYeMtSNJ0hh7PkmSJGmdVNV5SY4ELgSuoCsqjXke8Ikkb6UbvvbvbT/ohpUdBSwd0uaf2kTV\nH0myOd38SI+jK7QsAc5rRZ4rgadNENpFwOokF9INR/t4i+Viup49y6rqj0lOAw5o81C9F3g/3bC7\ntwLHr8OteCfwr8BF6SZTv4xbhsfdSlVdmWQZ8OU2fxV0c0D9ZMjuLwE+nWQN8G3g2oF2zk3ye+Bz\n6xBrte8HAp9NchFwPbBfW/9V4IVJLgXOHhZTVZ2U5P7AWa3ethJ4PnBv4JAW6yrgb9chLknSIpCq\nmnovSZIkSXMmyZattxhJDgC2r6rXttd3pRsaeL+qWjPk2GWsPaH6M4CnVNV+4/ftW5LD6Xq6HT3X\n55YkzR8Ou5MkSZLmn32SXNA+9W4P4F0ASV5I1zPpLcMKT80NwBOSHJbkKcC7gVvN09S3JF+k+4TD\nG+f63JKk+cWeT5IkSVpQkjwQ+MK41X+sqt2H7T8L53sR8Npxq79TVa/q43ySJG1oLD5JkiRJkiSp\nNw67kyRJkiRJUm8sPkmSJEmSJKk3Fp8kSZIkSZLUG4tPkiRJkiRJ6o3FJ0mSJEmSJPXm/wPWToTh\neTksJAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e1ab8bd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">shadow_grid</th>\n",
" <th rowspan=\"5\" valign=\"top\">iter_30</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>35.916266</td>\n",
" <td>0.337118</td>\n",
" <td>35.430555</td>\n",
" <td>35.842649</td>\n",
" <td>36.149812</td>\n",
" <td>36.482288</td>\n",
" <td>36.534333</td>\n",
" <td>36.552128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>36.000940</td>\n",
" <td>0.452232</td>\n",
" <td>35.370733</td>\n",
" <td>35.885796</td>\n",
" <td>36.411542</td>\n",
" <td>36.750985</td>\n",
" <td>36.899058</td>\n",
" <td>36.923008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>36.249378</td>\n",
" <td>0.426366</td>\n",
" <td>35.487597</td>\n",
" <td>36.178596</td>\n",
" <td>36.457281</td>\n",
" <td>37.187113</td>\n",
" <td>37.263928</td>\n",
" <td>37.273657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>36.385650</td>\n",
" <td>0.651652</td>\n",
" <td>35.463535</td>\n",
" <td>36.267526</td>\n",
" <td>36.823173</td>\n",
" <td>37.585647</td>\n",
" <td>37.885785</td>\n",
" <td>37.977987</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>36.831674</td>\n",
" <td>0.874122</td>\n",
" <td>35.823180</td>\n",
" <td>36.429610</td>\n",
" <td>37.648713</td>\n",
" <td>38.116342</td>\n",
" <td>38.818361</td>\n",
" <td>39.064550</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"shadow_grid iter_30 prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" base 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"shadow_grid iter_30 prefer_idle_all_cpus 35.916266 0.337118 \n",
" prefer_idle_start 36.000940 0.452232 \n",
" prefer_idle_all_cpus_no_order 36.249378 0.426366 \n",
" prefer_idle_removed 36.385650 0.651652 \n",
" base 36.831674 0.874122 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"shadow_grid iter_30 prefer_idle_all_cpus 35.430555 35.842649 \n",
" prefer_idle_start 35.370733 35.885796 \n",
" prefer_idle_all_cpus_no_order 35.487597 36.178596 \n",
" prefer_idle_removed 35.463535 36.267526 \n",
" base 35.823180 36.429610 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"shadow_grid iter_30 prefer_idle_all_cpus 36.149812 36.482288 \n",
" prefer_idle_start 36.411542 36.750985 \n",
" prefer_idle_all_cpus_no_order 36.457281 37.187113 \n",
" prefer_idle_removed 36.823173 37.585647 \n",
" base 37.648713 38.116342 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"shadow_grid iter_30 prefer_idle_all_cpus 36.534333 36.552128 \n",
" prefer_idle_start 36.899058 36.923008 \n",
" prefer_idle_all_cpus_no_order 37.263928 37.273657 \n",
" prefer_idle_removed 37.885785 37.977987 \n",
" base 38.818361 39.064550 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:08:52,892 INFO : root : Results for: low_hitrate_text\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAHxCAYAAAB9HUWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nliRJkiRJkjrNApYkSZIkSZI67f8DfEr8yKAAtXEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e19ac0d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">low_hitrate_text</th>\n",
" <th rowspan=\"5\" valign=\"top\">iter_30</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>35.273419</td>\n",
" <td>0.248094</td>\n",
" <td>34.576012</td>\n",
" <td>35.264515</td>\n",
" <td>35.422336</td>\n",
" <td>35.660375</td>\n",
" <td>35.808182</td>\n",
" <td>35.824143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>35.507918</td>\n",
" <td>0.304147</td>\n",
" <td>34.935738</td>\n",
" <td>35.516778</td>\n",
" <td>35.779816</td>\n",
" <td>35.916655</td>\n",
" <td>36.036166</td>\n",
" <td>36.071622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>35.608856</td>\n",
" <td>0.292877</td>\n",
" <td>35.040183</td>\n",
" <td>35.600623</td>\n",
" <td>35.724403</td>\n",
" <td>36.133137</td>\n",
" <td>36.226316</td>\n",
" <td>36.230158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>35.771655</td>\n",
" <td>0.477413</td>\n",
" <td>35.128545</td>\n",
" <td>35.709084</td>\n",
" <td>36.011887</td>\n",
" <td>36.643731</td>\n",
" <td>36.752119</td>\n",
" <td>36.795113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>36.555761</td>\n",
" <td>0.681168</td>\n",
" <td>35.539810</td>\n",
" <td>36.503546</td>\n",
" <td>37.036016</td>\n",
" <td>37.782039</td>\n",
" <td>37.979518</td>\n",
" <td>38.023080</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"low_hitrate_text iter_30 prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" base 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"low_hitrate_text iter_30 prefer_idle_all_cpus 35.273419 0.248094 \n",
" prefer_idle_start 35.507918 0.304147 \n",
" prefer_idle_all_cpus_no_order 35.608856 0.292877 \n",
" prefer_idle_removed 35.771655 0.477413 \n",
" base 36.555761 0.681168 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"low_hitrate_text iter_30 prefer_idle_all_cpus 34.576012 35.264515 \n",
" prefer_idle_start 34.935738 35.516778 \n",
" prefer_idle_all_cpus_no_order 35.040183 35.600623 \n",
" prefer_idle_removed 35.128545 35.709084 \n",
" base 35.539810 36.503546 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"low_hitrate_text iter_30 prefer_idle_all_cpus 35.422336 35.660375 \n",
" prefer_idle_start 35.779816 35.916655 \n",
" prefer_idle_all_cpus_no_order 35.724403 36.133137 \n",
" prefer_idle_removed 36.011887 36.643731 \n",
" base 37.036016 37.782039 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"low_hitrate_text iter_30 prefer_idle_all_cpus 35.808182 35.824143 \n",
" prefer_idle_start 36.036166 36.071622 \n",
" prefer_idle_all_cpus_no_order 36.226316 36.230158 \n",
" prefer_idle_removed 36.752119 36.795113 \n",
" base 37.979518 38.023080 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:09:10,789 INFO : root : Results for: edit_text\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABIwAAAHxCAYAAAAP0icXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkqQOAyNJkiRJkiR1/H/bfzo9m47BFgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e18bff50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">edit_text</th>\n",
" <th rowspan=\"5\" valign=\"top\">iter_30</th>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>12.646998</td>\n",
" <td>0.839653</td>\n",
" <td>11.839670</td>\n",
" <td>12.387569</td>\n",
" <td>13.183909</td>\n",
" <td>13.579865</td>\n",
" <td>15.302006</td>\n",
" <td>15.941627</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>12.684652</td>\n",
" <td>0.614674</td>\n",
" <td>11.859497</td>\n",
" <td>12.777710</td>\n",
" <td>13.069941</td>\n",
" <td>13.272633</td>\n",
" <td>14.302298</td>\n",
" <td>14.710930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>12.795648</td>\n",
" <td>0.441224</td>\n",
" <td>11.774977</td>\n",
" <td>12.926685</td>\n",
" <td>13.043844</td>\n",
" <td>13.191267</td>\n",
" <td>13.232959</td>\n",
" <td>13.248065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>12.924192</td>\n",
" <td>0.430153</td>\n",
" <td>11.876767</td>\n",
" <td>13.034604</td>\n",
" <td>13.175184</td>\n",
" <td>13.365943</td>\n",
" <td>13.531264</td>\n",
" <td>13.590690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>12.964714</td>\n",
" <td>0.635700</td>\n",
" <td>11.939902</td>\n",
" <td>13.173400</td>\n",
" <td>13.333996</td>\n",
" <td>13.587937</td>\n",
" <td>14.341001</td>\n",
" <td>14.602952</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"edit_text iter_30 base 30.0 \n",
" prefer_idle_removed 30.0 \n",
" prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"edit_text iter_30 base 12.646998 0.839653 \n",
" prefer_idle_removed 12.684652 0.614674 \n",
" prefer_idle_all_cpus 12.795648 0.441224 \n",
" prefer_idle_start 12.924192 0.430153 \n",
" prefer_idle_all_cpus_no_order 12.964714 0.635700 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"edit_text iter_30 base 11.839670 12.387569 \n",
" prefer_idle_removed 11.859497 12.777710 \n",
" prefer_idle_all_cpus 11.774977 12.926685 \n",
" prefer_idle_start 11.876767 13.034604 \n",
" prefer_idle_all_cpus_no_order 11.939902 13.173400 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"edit_text iter_30 base 13.183909 13.579865 \n",
" prefer_idle_removed 13.069941 13.272633 \n",
" prefer_idle_all_cpus 13.043844 13.191267 \n",
" prefer_idle_start 13.175184 13.365943 \n",
" prefer_idle_all_cpus_no_order 13.333996 13.587937 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"edit_text iter_30 base 15.302006 15.941627 \n",
" prefer_idle_removed 14.302298 14.710930 \n",
" prefer_idle_all_cpus 13.232959 13.248065 \n",
" prefer_idle_start 13.531264 13.590690 \n",
" prefer_idle_all_cpus_no_order 14.341001 14.602952 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for test in collector.tests(workload='jankbench'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.report(workload='jankbench', metric='device_total_energy',\n",
" test=\"^{}$\".format(test), sort_on='mean', ascending=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Frames Duration CDF"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:10:59,427 INFO : root : Results for: list_view\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAGDCAYAAADTS7ZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e1c47490>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:11:17,797 INFO : root : Results for: image_list_view\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAGDCAYAAADTS7ZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nt6x9w6YOMPwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e32a5fd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:11:35,715 INFO : root : Results for: shadow_grid\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAGDCAYAAADTS7ZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMUpKRURERERExGOUlIqIiIiIiIjH/H+L+wPpVprAdAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f862818e590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:11:56,645 INFO : root : Results for: low_hitrate_text\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAGDCAYAAADTS7ZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpG4+BIG/dVROhYsSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f862818e590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:12:15,274 INFO : root : Results for: edit_text\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAGDCAYAAADTS7ZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8629cd54d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for test in collector.tests(workload='jankbench'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.plot_cdf(workload='jankbench', metric='frame_total_duration',\n",
" test=\"^{}$\".format(test), threshold=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exoplayer"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dropper Frames 1"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:12:34,541 INFO : root : Results for: exoplayer\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMgAAAHxCAYAAACYg4DNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e30e4450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">exoplayer_dropped_frames</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">exoplayer</th>\n",
" <th rowspan=\"5\" valign=\"top\">mov_720p_60s</th>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">ogg_128kbps_60s</th>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" exoplayer_dropped_frames \\\n",
" count \n",
"test tag kernel \n",
"exoplayer mov_720p_60s base 30.0 \n",
" prefer_idle_all_cpus 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" prefer_idle_start 30.0 \n",
" ogg_128kbps_60s base 30.0 \n",
" prefer_idle_all_cpus 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" prefer_idle_start 30.0 \n",
"\n",
" \\\n",
" mean std min 50% \n",
"test tag kernel \n",
"exoplayer mov_720p_60s base 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus_no_order 0.0 0.0 0.0 0.0 \n",
" prefer_idle_removed 0.0 0.0 0.0 0.0 \n",
" prefer_idle_start 0.0 0.0 0.0 0.0 \n",
" ogg_128kbps_60s base 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus_no_order 0.0 0.0 0.0 0.0 \n",
" prefer_idle_removed 0.0 0.0 0.0 0.0 \n",
" prefer_idle_start 0.0 0.0 0.0 0.0 \n",
"\n",
" \n",
" 75% 95% 99% max \n",
"test tag kernel \n",
"exoplayer mov_720p_60s base 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus_no_order 0.0 0.0 0.0 0.0 \n",
" prefer_idle_removed 0.0 0.0 0.0 0.0 \n",
" prefer_idle_start 0.0 0.0 0.0 0.0 \n",
" ogg_128kbps_60s base 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus 0.0 0.0 0.0 0.0 \n",
" prefer_idle_all_cpus_no_order 0.0 0.0 0.0 0.0 \n",
" prefer_idle_removed 0.0 0.0 0.0 0.0 \n",
" prefer_idle_start 0.0 0.0 0.0 0.0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for test in collector.tests(workload='exoplayer'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.report(workload='exoplayer', metric='exoplayer_dropped_frames',\n",
" test=test, sort_on='mean', ascending=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Energy 1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:12:52,877 INFO : root : Results for: exoplayer\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABM4AAAHxCAYAAACVnfCKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nt0Kun1ilAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e1b89450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">exoplayer</th>\n",
" <th rowspan=\"5\" valign=\"top\">ogg_128kbps_60s</th>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>40.822741</td>\n",
" <td>0.649697</td>\n",
" <td>40.212355</td>\n",
" <td>40.684106</td>\n",
" <td>40.987386</td>\n",
" <td>41.210039</td>\n",
" <td>43.173397</td>\n",
" <td>43.953897</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>41.028391</td>\n",
" <td>0.417855</td>\n",
" <td>40.625040</td>\n",
" <td>40.936070</td>\n",
" <td>41.100441</td>\n",
" <td>41.452125</td>\n",
" <td>42.520834</td>\n",
" <td>42.934328</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>41.156220</td>\n",
" <td>0.481615</td>\n",
" <td>40.715083</td>\n",
" <td>41.067809</td>\n",
" <td>41.202372</td>\n",
" <td>41.573813</td>\n",
" <td>42.888655</td>\n",
" <td>43.411225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>41.415821</td>\n",
" <td>0.558821</td>\n",
" <td>40.952603</td>\n",
" <td>41.318094</td>\n",
" <td>41.475182</td>\n",
" <td>42.153646</td>\n",
" <td>43.516887</td>\n",
" <td>43.904385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>41.538364</td>\n",
" <td>0.777712</td>\n",
" <td>40.841138</td>\n",
" <td>41.421554</td>\n",
" <td>41.797627</td>\n",
" <td>42.108619</td>\n",
" <td>44.229527</td>\n",
" <td>45.085272</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">mov_720p_60s</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>54.861836</td>\n",
" <td>0.518055</td>\n",
" <td>54.324820</td>\n",
" <td>54.820430</td>\n",
" <td>55.016508</td>\n",
" <td>55.263643</td>\n",
" <td>56.661672</td>\n",
" <td>57.218778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>55.181115</td>\n",
" <td>1.018196</td>\n",
" <td>54.202935</td>\n",
" <td>54.668286</td>\n",
" <td>55.765328</td>\n",
" <td>56.420734</td>\n",
" <td>58.318896</td>\n",
" <td>59.092430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>55.378442</td>\n",
" <td>0.741862</td>\n",
" <td>54.606597</td>\n",
" <td>55.219560</td>\n",
" <td>55.548899</td>\n",
" <td>56.818023</td>\n",
" <td>57.648988</td>\n",
" <td>57.900340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>55.495074</td>\n",
" <td>0.783037</td>\n",
" <td>54.766307</td>\n",
" <td>55.264119</td>\n",
" <td>55.592639</td>\n",
" <td>56.804323</td>\n",
" <td>57.994462</td>\n",
" <td>58.441488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>55.887537</td>\n",
" <td>0.596005</td>\n",
" <td>55.255022</td>\n",
" <td>55.774304</td>\n",
" <td>56.035011</td>\n",
" <td>56.634965</td>\n",
" <td>57.855412</td>\n",
" <td>58.348970</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"exoplayer ogg_128kbps_60s prefer_idle_removed 30.0 \n",
" prefer_idle_all_cpus 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_start 30.0 \n",
" base 30.0 \n",
" mov_720p_60s prefer_idle_all_cpus 30.0 \n",
" base 30.0 \n",
" prefer_idle_removed 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"exoplayer ogg_128kbps_60s prefer_idle_removed 40.822741 0.649697 \n",
" prefer_idle_all_cpus 41.028391 0.417855 \n",
" prefer_idle_all_cpus_no_order 41.156220 0.481615 \n",
" prefer_idle_start 41.415821 0.558821 \n",
" base 41.538364 0.777712 \n",
" mov_720p_60s prefer_idle_all_cpus 54.861836 0.518055 \n",
" base 55.181115 1.018196 \n",
" prefer_idle_removed 55.378442 0.741862 \n",
" prefer_idle_start 55.495074 0.783037 \n",
" prefer_idle_all_cpus_no_order 55.887537 0.596005 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"exoplayer ogg_128kbps_60s prefer_idle_removed 40.212355 40.684106 \n",
" prefer_idle_all_cpus 40.625040 40.936070 \n",
" prefer_idle_all_cpus_no_order 40.715083 41.067809 \n",
" prefer_idle_start 40.952603 41.318094 \n",
" base 40.841138 41.421554 \n",
" mov_720p_60s prefer_idle_all_cpus 54.324820 54.820430 \n",
" base 54.202935 54.668286 \n",
" prefer_idle_removed 54.606597 55.219560 \n",
" prefer_idle_start 54.766307 55.264119 \n",
" prefer_idle_all_cpus_no_order 55.255022 55.774304 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"exoplayer ogg_128kbps_60s prefer_idle_removed 40.987386 41.210039 \n",
" prefer_idle_all_cpus 41.100441 41.452125 \n",
" prefer_idle_all_cpus_no_order 41.202372 41.573813 \n",
" prefer_idle_start 41.475182 42.153646 \n",
" base 41.797627 42.108619 \n",
" mov_720p_60s prefer_idle_all_cpus 55.016508 55.263643 \n",
" base 55.765328 56.420734 \n",
" prefer_idle_removed 55.548899 56.818023 \n",
" prefer_idle_start 55.592639 56.804323 \n",
" prefer_idle_all_cpus_no_order 56.035011 56.634965 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"exoplayer ogg_128kbps_60s prefer_idle_removed 43.173397 43.953897 \n",
" prefer_idle_all_cpus 42.520834 42.934328 \n",
" prefer_idle_all_cpus_no_order 42.888655 43.411225 \n",
" prefer_idle_start 43.516887 43.904385 \n",
" base 44.229527 45.085272 \n",
" mov_720p_60s prefer_idle_all_cpus 56.661672 57.218778 \n",
" base 58.318896 59.092430 \n",
" prefer_idle_removed 57.648988 57.900340 \n",
" prefer_idle_start 57.994462 58.441488 \n",
" prefer_idle_all_cpus_no_order 57.855412 58.348970 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for test in collector.tests(workload='exoplayer'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.report(workload='exoplayer', metric='device_total_energy',\n",
" test=test, sort_on='mean', ascending=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Energy 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Homescreen\n",
"\n",
"**Energy**: For this testcase the energy consumption for mitigation cases seems to increase, even in comparison with a coupled, but un-mitigated case. This scenario has to further be tested."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:12:56,819 INFO : root : Results for: homescreen\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJ4AAAHxCAYAAAAsiXbCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1AkLT5IkSZIkSerE/wdrfuNTH9dVMQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85f1bb4710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"9\" halign=\"left\">device_total_energy</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>95%</th>\n",
" <th>99%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>test</th>\n",
" <th>tag</th>\n",
" <th>kernel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">homescreen</th>\n",
" <th rowspan=\"5\" valign=\"top\">sit_30s</th>\n",
" <th>prefer_idle_all_cpus</th>\n",
" <td>30.0</td>\n",
" <td>28.322492</td>\n",
" <td>0.643962</td>\n",
" <td>26.509130</td>\n",
" <td>28.341656</td>\n",
" <td>28.560148</td>\n",
" <td>28.760874</td>\n",
" <td>29.918891</td>\n",
" <td>30.388572</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_start</th>\n",
" <td>30.0</td>\n",
" <td>28.470068</td>\n",
" <td>0.609616</td>\n",
" <td>27.978872</td>\n",
" <td>28.288206</td>\n",
" <td>28.575937</td>\n",
" <td>29.146463</td>\n",
" <td>30.634555</td>\n",
" <td>31.217928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_all_cpus_no_order</th>\n",
" <td>30.0</td>\n",
" <td>28.613090</td>\n",
" <td>0.597710</td>\n",
" <td>26.848135</td>\n",
" <td>28.582196</td>\n",
" <td>28.726017</td>\n",
" <td>28.845030</td>\n",
" <td>30.500967</td>\n",
" <td>31.173437</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prefer_idle_removed</th>\n",
" <td>30.0</td>\n",
" <td>28.989823</td>\n",
" <td>0.615657</td>\n",
" <td>28.393305</td>\n",
" <td>28.844531</td>\n",
" <td>29.025429</td>\n",
" <td>30.064155</td>\n",
" <td>31.027040</td>\n",
" <td>31.338875</td>\n",
" </tr>\n",
" <tr>\n",
" <th>base</th>\n",
" <td>30.0</td>\n",
" <td>29.191870</td>\n",
" <td>1.077107</td>\n",
" <td>28.357767</td>\n",
" <td>28.873812</td>\n",
" <td>29.325363</td>\n",
" <td>30.140307</td>\n",
" <td>33.037350</td>\n",
" <td>34.185105</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" device_total_energy \\\n",
" count \n",
"test tag kernel \n",
"homescreen sit_30s prefer_idle_all_cpus 30.0 \n",
" prefer_idle_start 30.0 \n",
" prefer_idle_all_cpus_no_order 30.0 \n",
" prefer_idle_removed 30.0 \n",
" base 30.0 \n",
"\n",
" \\\n",
" mean std \n",
"test tag kernel \n",
"homescreen sit_30s prefer_idle_all_cpus 28.322492 0.643962 \n",
" prefer_idle_start 28.470068 0.609616 \n",
" prefer_idle_all_cpus_no_order 28.613090 0.597710 \n",
" prefer_idle_removed 28.989823 0.615657 \n",
" base 29.191870 1.077107 \n",
"\n",
" \\\n",
" min 50% \n",
"test tag kernel \n",
"homescreen sit_30s prefer_idle_all_cpus 26.509130 28.341656 \n",
" prefer_idle_start 27.978872 28.288206 \n",
" prefer_idle_all_cpus_no_order 26.848135 28.582196 \n",
" prefer_idle_removed 28.393305 28.844531 \n",
" base 28.357767 28.873812 \n",
"\n",
" \\\n",
" 75% 95% \n",
"test tag kernel \n",
"homescreen sit_30s prefer_idle_all_cpus 28.560148 28.760874 \n",
" prefer_idle_start 28.575937 29.146463 \n",
" prefer_idle_all_cpus_no_order 28.726017 28.845030 \n",
" prefer_idle_removed 29.025429 30.064155 \n",
" base 29.325363 30.140307 \n",
"\n",
" \n",
" 99% max \n",
"test tag kernel \n",
"homescreen sit_30s prefer_idle_all_cpus 29.918891 30.388572 \n",
" prefer_idle_start 30.634555 31.217928 \n",
" prefer_idle_all_cpus_no_order 30.500967 31.173437 \n",
" prefer_idle_removed 31.027040 31.338875 \n",
" base 33.037350 34.185105 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for test in collector.tests(workload='homescreen'):\n",
" logging.info(\"Results for: %s\", test)\n",
" collector.report(workload='homescreen', metric='device_total_energy',\n",
" test=test, sort_on='mean', ascending=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generic comparison plots\n",
"`plot_comparisons` can be used to automatically discover metrics that changed between different kernel versions or tags. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:13:13,343 INFO : root : Here is the list of kernels available:\n",
"2018-03-13 19:13:13,679 INFO : root : prefer_idle_all_cpus_no_order, prefer_idle_all_cpus, prefer_idle_start, base, prefer_idle_removed\n"
]
}
],
"source": [
"logging.info(\"Here is the list of kernels available:\")\n",
"logging.info(\" %s\", ', '.join(df['kernel'].unique().tolist() ))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2018-03-13 19:13:13,683 INFO : root : Comparing against baseline kernel: base\n",
"/ionvoi_projects/lisa/lisa/wltest/lisa/libs/utils/wa_results_collector.py:1040: MatplotlibDeprecationWarning: The *bottom* kwarg to `barh` is deprecated use *y* instead. Support for *bottom* will be removed in Matplotlib 3.0\n",
" color=colors[i % len(colors)], align='center')\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAASLCAYAAADzijRvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e196bc50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAAQeCAYAAAC+IbOfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e21f8450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAAQeCAYAAAC+IbOfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e23d35d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAAOyCAYAAAAVWFyEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERERER8aFigYiIiIiIiIj4+P89enLkk2trlQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e27a9850>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAASLCAYAAADzijRvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e278c110>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAASLCAYAAADzijRvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e2553890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAASLCAYAAADzijRvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZ
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment