├── 10 ├── .flaskenv ├── .github └── workflows │ └── master_microgriddemo.yml ├── .idea ├── .gitignore ├── DRL-for-microgrid-energy-management.iml ├── inspectionProfiles │ └── profiles_settings.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── A3C+++.h5 ├── A3C++logs ├── A3C++1591270776 │ ├── events.out.tfevents.1591270796.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270797.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270802.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270806.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270807.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270811.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270814.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270816.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270818.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270820.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270821.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270828.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270829.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270833.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270834.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270837.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270838.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270842.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270845.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270847.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270850.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270853.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270855.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270858.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270859.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270862.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270864.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270865.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270868.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270872.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270889.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270890.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270893.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270898.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270901.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270903.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270907.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270910.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270911.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270915.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270916.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270918.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270922.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270924.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270925.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270928.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270929.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270932.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270934.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270935.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270937.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270939.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270941.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270942.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270945.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270946.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270949.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270952.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270954.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270956.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270959.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270964.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270967.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270970.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270971.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270972.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270975.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270976.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270980.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270983.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270987.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270990.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270991.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270994.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270995.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270998.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591270999.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271001.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271002.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271003.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271004.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271005.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271006.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271007.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271008.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271009.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271010.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271011.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271012.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271013.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271014.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271015.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271016.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271017.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271018.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271019.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271020.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271021.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271022.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271023.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271024.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271025.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271026.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271027.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271028.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271029.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271030.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271031.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271032.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271033.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271034.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271035.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271036.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271037.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271038.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271039.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271040.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271041.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271042.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271043.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271044.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271045.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271046.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271047.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271048.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271049.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271050.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271051.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271052.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271053.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271054.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271055.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271056.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271057.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271058.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271059.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271060.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271061.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271062.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271063.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271064.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271065.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271066.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271067.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271068.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271069.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271070.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271071.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271072.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271073.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271074.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271075.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271076.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271077.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271078.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271079.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271080.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271081.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271082.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271083.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271084.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271085.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271086.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271087.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271088.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271089.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271090.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271091.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271092.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271093.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271094.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271095.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271096.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271097.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271098.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271099.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271100.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271101.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271102.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271103.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271104.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271105.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271106.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271107.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271108.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271109.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271110.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271111.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271112.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271113.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271114.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271115.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271116.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271117.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271118.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271119.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271120.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271121.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271122.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271123.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271124.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271125.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271126.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271127.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271128.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271129.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271130.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271131.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271132.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271133.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271134.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271135.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271136.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271137.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271138.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271140.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591271141.LAPTOP-LGQU8VO6 │ └── events.out.tfevents.1591271142.LAPTOP-LGQU8VO6 └── A3C++1591528054 │ ├── events.out.tfevents.1591528065.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528066.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528067.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528068.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528069.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528070.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528071.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591528072.LAPTOP-LGQU8VO6 │ └── events.out.tfevents.1591528073.LAPTOP-LGQU8VO6 ├── A3C.h5 ├── A3C_basic.py ├── A3C_plusplus.py ├── A3C_plusplus_results ├── battery.png ├── demand.png ├── env.jpg ├── env.png ├── grid.png ├── prices.png ├── results.md └── tcl.png ├── A3C_plusplus_sep_actions.py ├── AC.h5 ├── ActorCritic.py ├── DQN-basic.h5 ├── DQN.h5 ├── DQN.py ├── DQNTNet.h5 ├── DQNTargetNet.py ├── DQNTargetNetAsc.py ├── Environment.pkl ├── Exercise7GA.py ├── Figure_1.png ├── GA_OPT.pkl ├── GA_opt.py ├── GA_results ├── Figure_battery.png ├── Figure_generated.png ├── Figure_loads.png ├── Figure_prices.png ├── GA_results.md ├── consumed.png ├── demand.png ├── grid.png └── tcl.png ├── LICENSE ├── MEMORYCAPACITY ├── PPO+++.h5 ├── PPO.h5 ├── PPO.py ├── PPO_basic.h5 ├── PPO_basic.py ├── README.md ├── REINFORCE.h5 ├── REINFORCE.py ├── REWARDS_A3C+++f.pkl ├── REWARDS_A3C_basic.pkl ├── REWARDS_AC.pkl ├── REWARDS_DQN.pkl ├── REWARDS_DQNTNET.pkl ├── REWARDS_PPO++.pkl ├── REWARDS_PPO_basic.pkl ├── REWARDS_REINFORCE.pkl ├── REWARDS_SARSA.pkl ├── REWARDS_retailer.pkl ├── Retailer.py ├── SARSA.h5 ├── SARSA.py ├── TCLAggregator1.svg ├── Visualize.py ├── Visualize2.py ├── app ├── __init__.py ├── forms.py ├── routes.py └── templates │ ├── base.html │ ├── figure.html │ ├── figures.html │ ├── index.html │ ├── junk │ └── parameters.html ├── app_test.py ├── baseline1.py ├── baseline2.py ├── basicLoad.png ├── comparison.png ├── comparison.py ├── conda.yaml ├── config.py ├── consumption.csv.npy ├── control_process1.svg ├── daily comparison.png ├── day_ahead_prices2018.csv ├── default_price_and_temperatures.npy ├── down_regulation.csv ├── elspot prices.py ├── elspot-prices_2018_hourly_eur.xls ├── elspot-prices_2018_hourly_eur.xls.csv ├── elspotprices ├── elspot-prices_2013_hourly_eur.xls ├── elspot-prices_2013_hourly_eur_files │ ├── filelist.xml │ ├── sheet001.htm │ ├── stylesheet.css │ └── tabstrip.htm ├── elspot-prices_2014_hourly_eur.xls ├── elspot-prices_2015_hourly_eur.xls ├── elspot-prices_2016_hourly_eur.xls ├── elspot-prices_2017_hourly_eur.xls ├── elspot-prices_2018_hourly_eur.xls └── elspot-prices_2019_hourly_eur.xls ├── grid_prices.png ├── logs ├── SARSA-1591267179 │ ├── events.out.tfevents.1591267193.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267194.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267195.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267196.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267197.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267198.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267199.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267200.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267201.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267202.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267203.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267204.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267205.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267206.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267207.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267208.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267209.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267210.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267211.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267212.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267213.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267214.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267215.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267216.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267217.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267218.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267219.LAPTOP-LGQU8VO6 │ └── events.out.tfevents.1591267220.LAPTOP-LGQU8VO6 └── SARSA-1591267787 │ ├── events.out.tfevents.1591267802.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267803.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267804.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267805.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267806.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267807.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267808.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267809.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267810.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267811.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267812.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267813.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267814.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267815.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267816.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267817.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267818.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267819.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267820.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267821.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267822.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267823.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267824.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267825.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267826.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267827.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267828.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267829.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267830.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267831.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267832.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267833.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267834.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267835.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267836.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267837.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267838.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267839.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267840.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267841.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267842.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267843.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267844.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267845.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267846.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267847.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267848.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267849.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267850.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267851.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267852.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267853.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267854.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267855.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267856.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267857.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267858.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267859.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267860.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267861.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267862.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267863.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267864.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267865.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267866.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267867.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267868.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267869.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267870.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267871.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267872.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267873.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267874.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267875.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267876.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267877.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267878.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267879.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267880.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267881.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267882.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267883.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267884.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267885.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267886.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267887.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267888.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267889.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267890.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267891.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267892.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267893.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267894.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267895.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267896.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267897.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267898.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267899.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267900.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267901.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267902.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267903.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267904.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267905.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267906.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267907.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267908.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267909.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267910.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267911.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267912.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267913.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267914.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267915.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267916.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267917.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267918.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267919.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267920.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267921.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267922.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267923.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267924.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267925.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267926.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267927.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267928.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267929.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267930.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267931.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267932.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267933.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267934.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267935.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267936.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267937.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267938.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267939.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267940.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267941.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267942.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267943.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267944.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267945.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267946.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267947.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267948.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267949.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267950.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267951.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267952.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267953.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267954.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267955.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267956.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267957.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267958.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267959.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267960.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267961.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267962.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267963.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267964.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267965.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267966.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267967.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267968.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267969.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267970.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267971.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267972.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267973.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267974.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267975.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267976.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267977.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267978.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267979.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267980.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267981.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267982.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267983.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267984.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267985.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267986.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267987.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267988.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267989.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267990.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267991.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267992.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267993.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267994.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267995.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267996.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267997.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267998.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591267999.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268000.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268001.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268002.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268003.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268004.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268005.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268006.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268007.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268008.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268009.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268010.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268011.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268012.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268013.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268014.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268015.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268016.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268017.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268018.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268019.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268020.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268021.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268022.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268023.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268024.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268025.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268026.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268027.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268028.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268029.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268030.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268031.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268032.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268033.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268034.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268035.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268036.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268037.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268038.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268039.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268040.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268041.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268042.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268043.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268044.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268045.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268046.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268047.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268048.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268049.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268050.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268051.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268052.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268053.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268054.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268055.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268056.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268057.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268058.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268059.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268060.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268061.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268062.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268063.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268064.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268065.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268066.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268067.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268068.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268069.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268070.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268071.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268072.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268073.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268074.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268075.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268076.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268077.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268078.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268079.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268080.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268081.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268082.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268083.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268084.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268085.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268086.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268087.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268088.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268089.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268090.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268091.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268092.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268093.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268094.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268095.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268096.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268097.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268098.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268099.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268100.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268101.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268102.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268103.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268104.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268105.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268106.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268107.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268108.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268109.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268110.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268111.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268112.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268113.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268114.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268115.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268116.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268117.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268118.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268119.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268120.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268121.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268122.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268123.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268124.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268125.LAPTOP-LGQU8VO6 │ ├── events.out.tfevents.1591268126.LAPTOP-LGQU8VO6 │ └── events.out.tfevents.1591268127.LAPTOP-LGQU8VO6 ├── microgrid1.svg ├── microgrid_demo.py ├── microgrid_env_web.py ├── models ├── A3C.h5 ├── AC.h5 ├── DQN-basic.h5 ├── DQN.h5 ├── DQNTNet.h5 ├── PPO+++.h5 ├── PPO.h5 ├── PPO_basic.h5 ├── REINFORCE.h5 └── SARSA.h5 ├── policy_based.png ├── prices_energy.png ├── proposed.png ├── rewards ├── PPO_basic.pkl ├── REWARDS_A3C+++f.pkl ├── REWARDS_A3C_basic.pkl ├── REWARDS_AC.pkl ├── REWARDS_DQN.pkl ├── REWARDS_DQNTNET.pkl ├── REWARDS_PPO++.pkl ├── REWARDS_REINFORCE.pkl ├── REWARDS_SARSA.pkl └── desktop.ini ├── self.max_reward ├── success ├── A3C+++final.h5 ├── A3C_pen+++51.h5 ├── A3C_pen+++52.h5 ├── A3C_pen+++53.h5 ├── A3C_pen+++54.h5 ├── A3C_pen+++55.h5 ├── A3C_pen+++56.h5 ├── A3C_pen+++57.h5 ├── A3C_pen+++58.h5 └── A3C_pen+++59.h5 ├── success1 ├── A3C+++51.h5 ├── A3C+++52.h5 ├── A3C+++53.h5 ├── A3C+++54.h5 ├── A3C+++55.h5 ├── A3C+++56.h5 ├── A3C+++57.h5 ├── A3C+++58.h5 └── A3C+++59.h5 ├── success10 ├── A3C++50.h5 ├── A3C++51.h5 ├── A3C++52.h5 ├── A3C++53.h5 ├── A3C++54.h5 ├── A3C++55.h5 ├── A3C++56.h5 ├── A3C++57.h5 ├── A3C++58.h5 └── A3C++59.h5 ├── success11 ├── A3C++50.h5 ├── A3C++51.h5 ├── A3C++52.h5 ├── A3C++53.h5 ├── A3C++54.h5 ├── A3C++55.h5 ├── A3C++56.h5 ├── A3C++57.h5 ├── A3C++58.h5 └── A3C++59.h5 ├── success2 ├── A3C_pen+++50.h5 ├── A3C_pen+++51.h5 ├── A3C_pen+++52.h5 ├── A3C_pen+++53.h5 ├── A3C_pen+++54.h5 ├── A3C_pen+++55.h5 ├── A3C_pen+++56.h5 ├── A3C_pen+++57.h5 ├── A3C_pen+++58.h5 └── A3C_pen+++59.h5 ├── success3 ├── A3C+++59.h5 ├── A3C_pen+++51.h5 ├── A3C_pen+++52.h5 ├── A3C_pen+++53.h5 ├── A3C_pen+++54.h5 ├── A3C_pen+++55.h5 ├── A3C_pen+++56.h5 ├── A3C_pen+++57.h5 ├── A3C_pen+++58.h5 └── A3C_pen+++59.h5 ├── success4 ├── A3C+++40.h5 ├── A3C+++41.h5 ├── A3C+++42.h5 ├── A3C+++43.h5 ├── A3C+++44.h5 ├── A3C+++45.h5 ├── A3C+++46.h5 ├── A3C+++51.h5 ├── A3C+++52.h5 ├── A3C+++53.h5 ├── A3C+++54.h5 ├── A3C+++55.h5 ├── A3C+++56.h5 ├── A3C+++57.h5 ├── A3C+++58.h5 ├── A3C+++59.h5 ├── A3C+++62.h5 ├── A3C+++63.h5 ├── A3C+++64.h5 ├── A3C+++65.h5 ├── A3C+++66.h5 ├── A3C+++67.h5 ├── A3C+++68.h5 ├── A3C+++69.h5 └── A3C_pen+++59.h5 ├── successfinal ├── A3C+++final10.h5 ├── A3C+++final15.h5 ├── A3C+++final20.h5 ├── A3C+++final25.h5 ├── A3C+++final30.h5 ├── A3C+++final35.h5 ├── A3C+++final40.h5 ├── A3C+++final45.h5 ├── A3C+++final5.h5 ├── A3C+++final50.h5 ├── A3C+++final55.h5 ├── A3C+++final60.h5 ├── A3C+++final65.h5 ├── A3C+++final70.h5 ├── A3C+++final75.h5 ├── A3C+++final80.h5 ├── A3C+++final85.h5 ├── A3C+++final90.h5 └── A3C+++final95.h5 ├── svgs ├── graph1.html ├── graph1.svg ├── graph1.xml ├── graph2.svg ├── graph3.svg ├── graph4.svg ├── graph5.svg ├── graph6.svg └── graph7.svg ├── tcl_env.py ├── tcl_env_dqn.py ├── tcl_env_dqn_1.py ├── temperatures.csv ├── temperatures59.png ├── up_regulation.csv ├── value_based.png ├── venv ├── Lib │ └── site-packages │ │ ├── easy-install.pth │ │ ├── pip-19.0.3-py3.8.egg │ │ ├── EGG-INFO │ │ │ ├── PKG-INFO │ │ │ ├── SOURCES.txt │ │ │ ├── dependency_links.txt │ │ │ ├── entry_points.txt │ │ │ ├── not-zip-safe │ │ │ └── top_level.txt │ │ └── pip │ │ │ ├── __init__.py │ │ │ ├── __main__.py │ │ │ ├── _internal │ │ │ ├── __init__.py │ │ │ ├── build_env.py │ │ │ ├── cache.py │ │ │ ├── cli │ │ │ │ ├── __init__.py │ │ │ │ ├── autocompletion.py │ │ │ │ ├── base_command.py │ │ │ │ ├── cmdoptions.py │ │ │ │ ├── main_parser.py │ │ │ │ ├── parser.py │ │ │ │ └── status_codes.py │ │ │ ├── commands │ │ │ │ ├── __init__.py │ │ │ │ ├── check.py │ │ │ │ ├── completion.py │ │ │ │ ├── configuration.py │ │ │ │ ├── download.py │ │ │ │ ├── freeze.py │ │ │ │ ├── hash.py │ │ │ │ ├── help.py │ │ │ │ ├── install.py │ │ │ │ ├── list.py │ │ │ │ ├── search.py │ │ │ │ ├── show.py │ │ │ │ ├── uninstall.py │ │ │ │ └── wheel.py │ │ │ ├── configuration.py │ │ │ ├── download.py │ │ │ ├── exceptions.py │ │ │ ├── index.py │ │ │ ├── locations.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── candidate.py │ │ │ │ ├── format_control.py │ │ │ │ ├── index.py │ │ │ │ └── link.py │ │ │ ├── operations │ │ │ │ ├── __init__.py │ │ │ │ ├── check.py │ │ │ │ ├── freeze.py │ │ │ │ └── prepare.py │ │ │ ├── pep425tags.py │ │ │ ├── pyproject.py │ │ │ ├── req │ │ │ │ ├── __init__.py │ │ │ │ ├── constructors.py │ │ │ │ ├── req_file.py │ │ │ │ ├── req_install.py │ │ │ │ ├── req_set.py │ │ │ │ ├── req_tracker.py │ │ │ │ └── req_uninstall.py │ │ │ ├── resolve.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── appdirs.py │ │ │ │ ├── compat.py │ │ │ │ ├── deprecation.py │ │ │ │ ├── encoding.py │ │ │ │ ├── filesystem.py │ │ │ │ ├── glibc.py │ │ │ │ ├── hashes.py │ │ │ │ ├── logging.py │ │ │ │ ├── misc.py │ │ │ │ ├── models.py │ │ │ │ ├── outdated.py │ │ │ │ ├── packaging.py │ │ │ │ ├── setuptools_build.py │ │ │ │ ├── temp_dir.py │ │ │ │ ├── typing.py │ │ │ │ └── ui.py │ │ │ ├── vcs │ │ │ │ ├── __init__.py │ │ │ │ ├── bazaar.py │ │ │ │ ├── git.py │ │ │ │ ├── mercurial.py │ │ │ │ └── subversion.py │ │ │ └── wheel.py │ │ │ └── _vendor │ │ │ ├── __init__.py │ │ │ ├── appdirs.py │ │ │ ├── cachecontrol │ │ │ ├── __init__.py │ │ │ ├── _cmd.py │ │ │ ├── adapter.py │ │ │ ├── cache.py │ │ │ ├── caches │ │ │ │ ├── __init__.py │ │ │ │ ├── file_cache.py │ │ │ │ └── redis_cache.py │ │ │ ├── compat.py │ │ │ ├── controller.py │ │ │ ├── filewrapper.py │ │ │ ├── heuristics.py │ │ │ ├── serialize.py │ │ │ └── wrapper.py │ │ │ ├── certifi │ │ │ ├── __init__.py │ │ │ ├── __main__.py │ │ │ ├── cacert.pem │ │ │ └── core.py │ │ │ ├── chardet │ │ │ ├── __init__.py │ │ │ ├── big5freq.py │ │ │ ├── big5prober.py │ │ │ ├── chardistribution.py │ │ │ ├── charsetgroupprober.py │ │ │ ├── charsetprober.py │ │ │ ├── cli │ │ │ │ ├── __init__.py │ │ │ │ └── chardetect.py │ │ │ ├── codingstatemachine.py │ │ │ ├── compat.py │ │ │ ├── cp949prober.py │ │ │ ├── enums.py │ │ │ ├── escprober.py │ │ │ ├── escsm.py │ │ │ ├── eucjpprober.py │ │ │ ├── euckrfreq.py │ │ │ ├── euckrprober.py │ │ │ ├── euctwfreq.py │ │ │ ├── euctwprober.py │ │ │ ├── gb2312freq.py │ │ │ ├── gb2312prober.py │ │ │ ├── hebrewprober.py │ │ │ ├── jisfreq.py │ │ │ ├── jpcntx.py │ │ │ ├── langbulgarianmodel.py │ │ │ ├── langcyrillicmodel.py │ │ │ ├── langgreekmodel.py │ │ │ ├── langhebrewmodel.py │ │ │ ├── langhungarianmodel.py │ │ │ ├── langthaimodel.py │ │ │ ├── langturkishmodel.py │ │ │ ├── latin1prober.py │ │ │ ├── mbcharsetprober.py │ │ │ ├── mbcsgroupprober.py │ │ │ ├── mbcssm.py │ │ │ ├── sbcharsetprober.py │ │ │ ├── sbcsgroupprober.py │ │ │ ├── sjisprober.py │ │ │ ├── universaldetector.py │ │ │ ├── utf8prober.py │ │ │ └── version.py │ │ │ ├── colorama │ │ │ ├── __init__.py │ │ │ ├── ansi.py │ │ │ ├── ansitowin32.py │ │ │ ├── initialise.py │ │ │ ├── win32.py │ │ │ └── winterm.py │ │ │ ├── distlib │ │ │ ├── __init__.py │ │ │ ├── _backport │ │ │ │ ├── __init__.py │ │ │ │ ├── misc.py │ │ │ │ ├── shutil.py │ │ │ │ ├── sysconfig.cfg │ │ │ │ ├── sysconfig.py │ │ │ │ └── tarfile.py │ │ │ ├── compat.py │ │ │ ├── database.py │ │ │ ├── index.py │ │ │ ├── locators.py │ │ │ ├── manifest.py │ │ │ ├── markers.py │ │ │ ├── metadata.py │ │ │ ├── resources.py │ │ │ ├── scripts.py │ │ │ ├── t32.exe │ │ │ ├── t64.exe │ │ │ ├── util.py │ │ │ ├── version.py │ │ │ ├── w32.exe │ │ │ ├── w64.exe │ │ │ └── wheel.py │ │ │ ├── distro.py │ │ │ ├── html5lib │ │ │ ├── __init__.py │ │ │ ├── _ihatexml.py │ │ │ ├── _inputstream.py │ │ │ ├── _tokenizer.py │ │ │ ├── _trie │ │ │ │ ├── __init__.py │ │ │ │ ├── _base.py │ │ │ │ ├── datrie.py │ │ │ │ └── py.py │ │ │ ├── _utils.py │ │ │ ├── constants.py │ │ │ ├── filters │ │ │ │ ├── __init__.py │ │ │ │ ├── alphabeticalattributes.py │ │ │ │ ├── base.py │ │ │ │ ├── inject_meta_charset.py │ │ │ │ ├── lint.py │ │ │ │ ├── optionaltags.py │ │ │ │ ├── sanitizer.py │ │ │ │ └── whitespace.py │ │ │ ├── html5parser.py │ │ │ ├── serializer.py │ │ │ ├── treeadapters │ │ │ │ ├── __init__.py │ │ │ │ ├── genshi.py │ │ │ │ └── sax.py │ │ │ ├── treebuilders │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── dom.py │ │ │ │ ├── etree.py │ │ │ │ └── etree_lxml.py │ │ │ └── treewalkers │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── dom.py │ │ │ │ ├── etree.py │ │ │ │ ├── etree_lxml.py │ │ │ │ └── genshi.py │ │ │ ├── idna │ │ │ ├── __init__.py │ │ │ ├── codec.py │ │ │ ├── compat.py │ │ │ ├── core.py │ │ │ ├── idnadata.py │ │ │ ├── intranges.py │ │ │ ├── package_data.py │ │ │ └── uts46data.py │ │ │ ├── ipaddress.py │ │ │ ├── lockfile │ │ │ ├── __init__.py │ │ │ ├── linklockfile.py │ │ │ ├── mkdirlockfile.py │ │ │ ├── pidlockfile.py │ │ │ ├── sqlitelockfile.py │ │ │ └── symlinklockfile.py │ │ │ ├── msgpack │ │ │ ├── __init__.py │ │ │ ├── _version.py │ │ │ ├── exceptions.py │ │ │ └── fallback.py │ │ │ ├── packaging │ │ │ ├── __about__.py │ │ │ ├── __init__.py │ │ │ ├── _compat.py │ │ │ ├── _structures.py │ │ │ ├── markers.py │ │ │ ├── requirements.py │ │ │ ├── specifiers.py │ │ │ ├── utils.py │ │ │ └── version.py │ │ │ ├── pep517 │ │ │ ├── __init__.py │ │ │ ├── _in_process.py │ │ │ ├── build.py │ │ │ ├── check.py │ │ │ ├── colorlog.py │ │ │ ├── compat.py │ │ │ ├── envbuild.py │ │ │ └── wrappers.py │ │ │ ├── pkg_resources │ │ │ ├── __init__.py │ │ │ └── py31compat.py │ │ │ ├── progress │ │ │ ├── __init__.py │ │ │ ├── bar.py │ │ │ ├── counter.py │ │ │ ├── helpers.py │ │ │ └── spinner.py │ │ │ ├── pyparsing.py │ │ │ ├── pytoml │ │ │ ├── __init__.py │ │ │ ├── core.py │ │ │ ├── parser.py │ │ │ ├── test.py │ │ │ ├── utils.py │ │ │ └── writer.py │ │ │ ├── requests │ │ │ ├── __init__.py │ │ │ ├── __version__.py │ │ │ ├── _internal_utils.py │ │ │ ├── adapters.py │ │ │ ├── api.py │ │ │ ├── auth.py │ │ │ ├── certs.py │ │ │ ├── compat.py │ │ │ ├── cookies.py │ │ │ ├── exceptions.py │ │ │ ├── help.py │ │ │ ├── hooks.py │ │ │ ├── models.py │ │ │ ├── packages.py │ │ │ ├── sessions.py │ │ │ ├── status_codes.py │ │ │ ├── structures.py │ │ │ └── utils.py │ │ │ ├── retrying.py │ │ │ ├── six.py │ │ │ ├── urllib3 │ │ │ ├── __init__.py │ │ │ ├── _collections.py │ │ │ ├── connection.py │ │ │ ├── connectionpool.py │ │ │ ├── contrib │ │ │ │ ├── __init__.py │ │ │ │ ├── _appengine_environ.py │ │ │ │ ├── _securetransport │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bindings.py │ │ │ │ │ └── low_level.py │ │ │ │ ├── appengine.py │ │ │ │ ├── ntlmpool.py │ │ │ │ ├── pyopenssl.py │ │ │ │ ├── securetransport.py │ │ │ │ └── socks.py │ │ │ ├── exceptions.py │ │ │ ├── fields.py │ │ │ ├── filepost.py │ │ │ ├── packages │ │ │ │ ├── __init__.py │ │ │ │ ├── backports │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── makefile.py │ │ │ │ ├── six.py │ │ │ │ └── ssl_match_hostname │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── _implementation.py │ │ │ ├── poolmanager.py │ │ │ ├── request.py │ │ │ ├── response.py │ │ │ └── util │ │ │ │ ├── __init__.py │ │ │ │ ├── connection.py │ │ │ │ ├── queue.py │ │ │ │ ├── request.py │ │ │ │ ├── response.py │ │ │ │ ├── retry.py │ │ │ │ ├── ssl_.py │ │ │ │ ├── timeout.py │ │ │ │ ├── url.py │ │ │ │ └── wait.py │ │ │ └── webencodings │ │ │ ├── __init__.py │ │ │ ├── labels.py │ │ │ ├── mklabels.py │ │ │ ├── tests.py │ │ │ └── x_user_defined.py │ │ ├── setuptools-40.8.0-py3.8.egg │ │ └── setuptools.pth ├── Scripts │ ├── Activate.ps1 │ ├── activate │ ├── activate.bat │ ├── deactivate.bat │ ├── easy_install-3.8-script.py │ ├── easy_install-3.8.exe │ ├── easy_install-3.8.exe.manifest │ ├── easy_install-script.py │ ├── easy_install.exe │ ├── easy_install.exe.manifest │ ├── pip-script.py │ ├── pip.exe │ ├── pip.exe.manifest │ ├── pip3-script.py │ ├── pip3.8-script.py │ ├── pip3.8.exe │ ├── pip3.8.exe.manifest │ ├── pip3.exe │ ├── pip3.exe.manifest │ ├── python.exe │ └── pythonw.exe └── pyvenv.cfg ├── wind_generation.csv └── wind_generation_fortum.csv /10: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /.flaskenv: -------------------------------------------------------------------------------- 1 | FLASK_APP=microgrid_demo.py -------------------------------------------------------------------------------- /.github/workflows/master_microgriddemo.yml: -------------------------------------------------------------------------------- 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