{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "

L2RPN 2019 Starting Kit

\n", "\n", "\n", "ALL INFORMATION, SOFTWARE, DOCUMENTATION, AND DATA ARE PROVIDED \"AS-IS\". The CDS, CHALEARN, AND/OR OTHER ORGANIZERS OR CODE AUTHORS DISCLAIM ANY EXPRESSED OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR ANY PARTICULAR PURPOSE, AND THE WARRANTY OF NON-INFRIGEMENT OF ANY THIRD PARTY'S INTELLECTUAL PROPERTY RIGHTS. IN NO EVENT SHALL AUTHORS AND ORGANIZERS BE LIABLE FOR ANY SPECIAL, \n", "INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF SOFTWARE, DOCUMENTS, MATERIALS, PUBLICATIONS, OR INFORMATION MADE AVAILABLE FOR THE CHALLENGE. \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Introduction

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\n", "
\n", "The goal of this challenge is to use Reinforcement Learning in Power Grid management by designing RL agents to automate the control of the power grid. We are using a power network simulator : Grid2Op, it is a simulator that is able to emulate a power grid of any size and electrical properties subject to a set of temporal injections for discretized time-steps.\n", "\n", "References and credits:
\n", "The creator of Grid2Op was Benjamin Donnot. The competition was designed by Isabelle Guyon, Antoine Marot, Benjamin Donnot and Balthazar Donon. Luca Veyrin, Camillo Romero, Marvin Lerousseau and Kimang Khun are distinguished contributors to make the L2RPN challenge happen. \n", "
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" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pygame 1.9.6\n", "Hello from the pygame community. https://www.pygame.org/contribute.html\n" ] } ], "source": [ "import sys\n", "import os\n", "import logging\n", "import warnings\n", "import json\n", "from sys import path\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Uncomment the next lines to auto-reload libraries (this causes some problem with pickles in Python 3)\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import grid2op\n", "\n", "warnings.simplefilter(action='ignore', category=FutureWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Useful paths for the submission and for data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "this_dir = os.getcwd()\n", "above_dir, final_dir = os.path.split(this_dir)\n", "above_above_dir, secondfinal_dir = os.path.split(above_dir)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating path \"output_notebook_2DevelopAndRunLocally\" where the output of this notebook will be stored\n", "Creating path \"output_notebook_2DevelopAndRunLocally/tmp_results\" where the temporary output will be stored\n" ] } ], "source": [ "# the first step tries to determine from where the jupyter notebook was started, and adapt the path accordingly\n", "if final_dir == \"starting_kit\":\n", " # path where \"submission.py\" should be\n", " model_dir = 'agent_path'\n", " \n", " # location of some utilities script to mimic codalab behaviour\n", " utility_dir = \"../l2rpn2019_utils\"\n", " utility_dir = os.path.abspath(utility_dir)\n", " \n", " # training data set\n", " # if you didn't we encourage you to download the training data\n", " path_train_set = '../data/data_l2rpn_2019'\n", " path_train_set = os.path.abspath(path_train_set)\n", " \n", " # path where the final results and temporary data will be located\n", " output_dir = 'output_notebook_2DevelopAndRunLocally'\n", " tmp_outdir = os.path.join(output_dir, \"tmp_results\")\n", " if not os.path.exists(output_dir):\n", " print(\"Creating path \\\"{}\\\" where the output of this notebook will be stored\".format(output_dir))\n", " os.mkdir(output_dir)\n", " if not os.path.exists(tmp_outdir):\n", " print(\"Creating path \\\"{}\\\" where the temporary output will be stored\".format(tmp_outdir))\n", " os.mkdir(tmp_outdir)\n", "else:\n", " raise RuntimeError(\"For this notebook to work properly, you should not have modified the github clone \"\n", " \"where you found the l2rpn_2019 utilities, starting kit and other materials\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "path.append(model_dir)\n", "path.append(utility_dir)\n", "\n", "# import what depends on the above path\n", "from create_env import main as main_l2rpn2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
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Step 1: Exploratory data analysis

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Electrical grid\n", "
\n", "\n", "
\n", "
\n", "(courtesy of Marvin Lerousseau)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During the challenge, a grid of 14 substations is given. 20 lines are connected through the nodes of the grids within substations.\n", "\n", "explore others notebooks for better understanding of the power network behavior: \n", " - Power_Grid_101_notebook.ipynb\n", " - visualize_14grid_with_customized_actions.ipynb [copming soon]\n", "\n", "In our grid environment, we take the case where there are 11 loads and 5 prods. Furthermore, we will only consider chronics over the month of January, the only month for which contestants are tested. Let's have a look at some of the chronics." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "env = grid2op.make(\"l2rpn_2019\", chronics_path=path_train_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NB** The first time you run this notebook, you will have to download the data of the 2019 competition. To do that you can use the script [download_training_data.py](l2rpn2019_utils/download_training_data.py) and run:\n", "\n", "```python l2rpn2019_utils/download_training_data.py```\n", "\n", "and when the download is terminated you will have the whole training data at your disposal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loads\n", "\n", "The following figure shows the active power of consumptions which represents the amount of demand of active power. You can notice the daily seasonality as well as the weekdays and weekend difference in consuming behavior. In our particular case, the load 3_C151.15 at substation 3 is the one which has the highest demand. The loads for the other levels are pretty similar with a load needing much more power than the others." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proper_folder_name = env.chronics_handler.get_id()\n", "proper_folder_name, last = os.path.split(proper_folder_name)\n", "proper_folder_name, secondlast = os.path.split(proper_folder_name)\n", "pretty_chronics_name = os.path.join(secondlast, last)\n", "\n", "plt.figure(figsize=[15,4])\n", "plt.title('Loads Time Series for training episode located at \"{}\"'.format(pretty_chronics_name))\n", "plt.xlabel('Time')\n", "plt.ylabel('Power (MW)')\n", "for load_id, load_name in enumerate(env.name_load):\n", " plt.plot(env.chronics_handler.real_data.data.load_p[:,load_id], label=\"{}\".format(load_name))\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Production\n", "\n", "The active power of the productions is shown below. We have a quite stable nuclear production as well as renewable energies, wind and solar, with a high variance. FInally a thermal power plant matches the residual demand." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[15,4])\n", "plt.title('Generators Time Series for training episode located at \"{}\"'.format(os.path.join(secondlast, last)))\n", "plt.xlabel('Time')\n", "plt.ylabel('Power (MW)')\n", "for gen_id, gen_name in enumerate(env.name_gen):\n", " plt.plot(env.chronics_handler.real_data.data.prod_p[:,gen_id], label=\"{}\".format(gen_name))\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maintenance & Hazards\n", "\n", "Grid2op handles mintenance and hazards in the scenarios. But in this competition there is no hazard and maintenance operations. However overloads can still occur and have to be managed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Step 2: Building an Agent

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Building an agent

\n", "

\n", "We provide simple examples of agent in the `starting-kit/example_submission` directory. We illustrate it here with the most simple agent: the lazy \"do nothing\". To make your own agent, you can change the agent init to load your own model, you can modify the act method to take action with your model and specify a reward, especially if you are doing reinforcement learning.\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Do nothing agent\n", "\n", "The agent does not take any actions." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from grid2op.Agent import Agent\n", "\n", "class DoNothingAgent(Agent):\n", " \"\"\" The template to be used to create an agent: any controller of the power grid is expected to be a daughter of this\n", " class.\n", " \"\"\"\n", "\n", " def __init__(self, action_space):\n", " \"\"\"Initialize a new agent.\"\"\"\n", " DoNothingAgent.__init__(self, action_space=action_space)\n", "\n", " def act(self, observation):\n", " return self.action_space({})\n", "\n", " def feed_reward(self, action, consequent_observation, rewards_aslist):\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make a submission on the challenge, you should name your agent Submission and write in submission.py file.\n", "\n", "Here is an example with the doNothing agent: we changed the name of the agent as Submission and can write it in a .py file by uncommenting the %%writefile" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#%%writefile example_submission/submission.py\n", "class Submission(DoNothingAgent):\n", " \"\"\" The template to be used to create an agent: any controller of the power grid is expected to be a daughter of this\n", " class.\n", " \"\"\"\n", " def __init__(self, action_space):\n", " \"\"\"Initialize a new agent.\"\"\"\n", " DoNothingAgent.__init__(self, action_space=action_space)\n", "\n", " def act(self, observation):\n", " return self.action_space({})\n", "\n", " def feed_reward(self, action, consequent_observation, rewards_aslist):\n", " pass\n", "#if you want to load a file (in this directory) names \"model.dump\"\n", "#open(\"program/model.dump\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other baselines\n", "\n", "Uncomment one of the lines below to see the code of the agent : (keep the ??)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tFor chronics located at \"data_l2rpn_2019/0000\"\n", "\t\t - cumulative reward: 1542.13\n", "\t\t - number of time steps completed: 100 / 100\n", "\n" ] } ], "source": [ "# do not change the two lines bellow, this is technical importation to make your agent run locally and not \n", "# only on the codalab platform\n", "from ingestion import names_chronics_to_backend, ReadPypowNetData, L2RPNReward\n", "from grid2op.main import main\n", "\n", "#or you can try your own submission\n", "import submission #existing exemple as submission.py\n", "agent_class = submission.Submission\n", "\n", "# other basline agent can be found at \n", "# below is a replica of the script used to assess the performance of your agent on the correct dataset.\n", "# no need to modify it.\n", "res = main_l2rpn2019(nb_episode=1, max_timestep=100, submission_dir=model_dir, path_chronics=path_train_set)\n", "for chron_name, cum_reward, nb_time_step, max_ts in res:\n", " proper_folder_name, last = os.path.split(chron_name)\n", " proper_folder_name, secondlast = os.path.split(proper_folder_name)\n", " pretty_chronics_name = os.path.join(secondlast, last)\n", " msg_tmp = \"\\tFor chronics located at \\\"{}\\\"\\n\".format(pretty_chronics_name)\n", " msg_tmp += \"\\t\\t - cumulative reward: {:.2f}\\n\".format(cum_reward)\n", " msg_tmp += \"\\t\\t - number of time steps completed: {:.0f} / {:.0f}\\n\".format(nb_time_step, max_ts)\n", " print(msg_tmp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Reward and the Score of an agent\n", "At each step grid2op return a reward to the agent.\n", "\n", "This reward is used to compute the Score for ranking participants in this current challenge.\n", "the final Score is the sum of the score of each scenario. for a scenario there is two option :\n", " - Your agent got a game over, the Score for this scenario is 0\n", " - your agent got no game over, the Score of this scenario is the sum of the reward at each timestep of this scenario\n", " \n", "### Computation of the reward\n", "For each timestep grid2op returns a reward : the normalised sum of the margin for each line
\n", "

\n", " \\[\n", " R= \\sum_{l\\in lines} \\max\\left(\\frac{i_{l_{max}}-i_l}{i},0\\right)\n", " \\]\n", "

\n", "With $i_l$ the flow on the line l and $i_{l_{max}}$ the maximum allowed flow on this line.
\n", "The final score on one chronic is the sum of the rewards over the each timestep\n", "\n", "for better understanding of the reward calulation please look at public_data/reward_function.py for training purposes you can modify this function. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run an agent \n", "\n", "Once you have defined an agent, you can run it under an environment over scenarios." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**WARNING**: the following cell to compute the leaderboard score will not run if you did not use the \"augmented\" runner previously." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Step 3: Making a submission

\n", "\n", "

Unit testing

\n", "\n", "It is important that you test your submission files before submitting them. All you have to do to make a submission is create or modify the Sumbission class the file submission.py in the starting_kit/example_submission/ directory, then run this test to make sure everything works fine. This is the actual program that will be run on the server to test your submission.
\n", "\n", "take note that on codalab, your local directory is program/. Then if you want to load the file model.dump run : open(\"program/model.dump\") even if the file is in at the root of your submission dir.\n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The following cell will execute the command: \n", "/usr/bin/python3 /home/donnotben/Documents/Grid2Op_dev/l2rpn_2019/l2rpn2019_utils/ingestion.py /home/donnotben/Documents/Grid2Op_dev/l2rpn_2019/data/data_l2rpn_2019 output_notebook_2DevelopAndRunLocally/tmp_results /home/donnotben/Documents/Grid2Op_dev/l2rpn_2019/l2rpn2019_utils agent_path\n" ] } ], "source": [ "print(\"The following cell will execute the command: \\n\"\n", " \"{} {} {} {} {} {}\".format(sys.executable, os.path.join(utility_dir, \"ingestion.py\"),\n", " path_train_set, tmp_outdir, utility_dir, model_dir))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pygame 1.9.6\n", "Hello from the pygame community. https://www.pygame.org/contribute.html\n", "Done and data saved in : \"/home/donnotben/Documents/Grid2Op_dev/l2rpn_2019/starting_kit/output_notebook_2DevelopAndRunLocally/tmp_results/saved_experiment\"\n" ] } ], "source": [ "!$sys.executable $utility_dir/ingestion.py $path_train_set $tmp_outdir $utility_dir $model_dir" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " The above command will run a file close really close to what codalab is running to assess the performance of the agent. The data (that you will not have access to for the real validation dataset) will be located in a subdirectory of \"output_notebook_2DevelopAndRunLocally/tmp_results\".\n", "
\n", "
\n", " As the data that are used in the codalab platform to compute your code are hidden, here we simulate the evaluation with 2 scenarios coming from the training data, for which we limit the number of time step at 100 each. The real length of validation scenarios is variable and not disclosed here.\n", "
\n", "
\n", " It is more than recommended to also test the scoring program with the following script.\n", "
" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "input_dir: output_notebook_2DevelopAndRunLocally/tmp_results\r\n", "output_dir: output_notebook_2DevelopAndRunLocally\r\n", "Score for scenario 0001: 1595.0512709067282\r\n", "Score for scenario 0000: 1542.1342069852371\r\n", "Your submission is valid, you may proceed with the next steps\r\n" ] } ], "source": [ "!$sys.executable $utility_dir/evaluate.py $tmp_outdir $output_dir\n", "# print(\"watch : http:/view/\"+ scoring_output_dir +\"/scores.html\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Preparing the submission

\n", "\n", "Zip the contents of `sample_code_submission/` (without the directory), or download the challenge public_data and run the command in the previous cell, after replacing sample_data by public_data.\n", "Then zip the contents of `sample_result_submission/` (without the directory).\n", "Do NOT zip the data with your submissions." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Submit this file:\n", "\t- sample_code_submission_200127_1820.zip\n", "\t- Located at/home/donnotben/Documents/Grid2Op_dev/l2rpn_2019/starting_kit\n" ] } ], "source": [ "import datetime \n", "import zipfile\n", "\n", "def zipdir(path, ziph):\n", " # ziph is zipfile handle\n", " for root, dirs, files in os.walk(path):\n", " for file in files:\n", " ziph.write(os.path.join(root, file))\n", "\n", "the_date = datetime.datetime.now().strftime(\"%y%m%d_%H%M\")\n", "sample_code_submission = 'sample_code_submission_' + the_date + '.zip' \n", "\n", "with zipfile.ZipFile(sample_code_submission, 'w', zipfile.ZIP_DEFLATED) as zipf:\n", " zipdir(model_dir,zipf)\n", "print(\"Submit this file:\\n\\t- {}\\n\\t- Located at{}\".format(sample_code_submission, os.path.abspath(\".\")))" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }