{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to see what your agent did ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I General plotting utilities\n", "\n", "With the module \"grid2op.PlotGrid\" (more information on the official documentation [here](https://grid2op.readthedocs.io/en/latest/plotgrid.html)) we offer some possibility to inspect visually (**aka** plot) some informations about the state of the powergrid.\n", "\n", "This module counts today 2 \"base\" classes:\n", "- `PlotMatplotlib` which uses the well-known matplotlib python library to render the plot. Matplotlib being the most used plotting library in python, we decided to add its support in grid2op.\n", "- `PlotPlotly` that uses the plotply librairy. Plotly is particularly suited for making in depth study of some particular time step.\n", "\n", "It is not recommended to use any of these. Rather, we developped two higher level classes:\n", "- `EpisodeReplay` which uses the \"PlotMatplotlib\" class internally and is used to render a movie \"as a gif or a mp4 file mainly for communication about the results of your agent\n", "- `env.render` which is the familiar method for all people used to the open ai gym framework.\n", "\n", "Last but not least, a package called `grid2viz` has been developped to help you diagnose in depth the behaviour of your agent. This package is much more advance than all the methods presented above and we highly recommend its usage to get the best of your agents!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt # pip install matplotlib\n", "import seaborn as sns # pip install seaborn\n", "import plotly.graph_objects as go # pip install plotly\n", "import imageio # pip install imageio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will not work if one of the 6 packages above cannot be imported. We then highly recommend you to install them on your machine. (we put the pip command to install them if you have any trouble)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:224: UserWarning:\n", "\n", "You are using a development environment. This environment is not intended for training agents.\n", "\n" ] } ], "source": [ "import grid2op\n", "env = grid2op.make(test=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II Plot.Plotting utility\n", "\n", "As we already said, the \"Plot.Plotting\" module can help render a powergrid using 3 different methods: pygame, matplotlib or plotly. The display method is defined when you create a \"plotting\" object as shown bellow.\n", "\n", "All functions exposed here are available for pygame, plotly and matplotlib. Fill free to switch from one to the other in order to see the differences.\n", "\n", "\n", "### II A) Plot Static informations\n", "The next cell will plot the names of each object on the powergrid, as well as their id." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from grid2op.PlotGrid import PlotMatplot\n", "plot_helper = PlotMatplot(env.observation_space)\n", "fig_layout = plot_helper.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to display some \"external\" information on this layout, for example, you can plot the thermal limit of each powerlines:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_info = plot_helper.plot_info(line_values=env._thermal_limit_a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The argument \"line_values\" shows that you want to plot information about powerlines (here the thermal limit). \n", "\n", "It is also possible to display information abouts loads and generators in the same manner." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### II B) Plot a few observations\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs = env.reset()\n", "fig_obs = plot_helper.plot_obs(obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you can see that the powerlines are colored with respect to their flow (in % of the thermal limit). Load and generator information are provided with the injection (+ for generators, - for loads) given in MW. All that can be modified as showed in the cell below where we plot the active power flow for the powerline and the load voltage magnitude for the load. Notice that the units will be modified" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_obs2 = plot_helper.plot_obs(obs, line_info=\"p\", load_info=\"v\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the topology at each substation can also be plotted. For example, let's take a topological action at substation 1.\n", "\n", "We will move the load there (with a voltage magnitude of 142.1kV, the powerline with 42.1MW and the powerline with 40.4MW to the bus number 2. This can be done easily, for example by looking at their id on the first layout, and apply the appropriate action (see notebook [2_Action_GridManipulation](2_Action_GridManipulation.ipynb) for more information)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This action will:\n", "\t - NOT change anything to the injections\n", "\t - NOT perform any redispatching action\n", "\t - NOT force any line status\n", "\t - NOT switch any line status\n", "\t - NOT switch anything in the topology\n", "\t - Set the bus of the following element:\n", "\t \t - assign bus 2 to line (extremity) 0 [on substation 1]\n", "\t \t - assign bus 2 to line (origin) 3 [on substation 1]\n", "\t \t - assign bus 2 to load 0 [on substation 1]\n" ] } ], "source": [ "action = env.action_space({\"set_bus\": {\"loads_id\": [(0,2)], \"lines_or_id\": [(3,2)], \"lines_ex_id\": [(0,2)]}})\n", "print(action)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `print` utility helps us check the action we implemented was the one we wanted to implement. `print` is also a nice way to see what happened sometimes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "new_obs, reward, done, info = env.step(action)\n", "fig_obs3 = plot_helper.plot_obs(new_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the red bus are connected all the object that have not moved. It is the bus 1.\n", "\n", "On the line bus we see the connected the objects that have been moved to this bus, so the load 0, the \"origin\" of powerline 3, and the \"extremity\" of powerline 0. \n", "\n", "This plotting utility is a pretty usefull tool to detect what happened, especially just before a game over." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III env.render\n", "\n", "Another mode to inspect what is going on \"in live\" is to use the render. The renderer can be used as in any open ai gym environment. \n", "\n", "In the next cell we will: reset the environment created above, create an agent that takes random actions every 10 timesteps and see how it goes (we take care to use this agent instead of the bare \"RandomAgent\" because most of the time a RandomAgent games over at the first or second time step...).\n", "\n", "**NB** It is not recommended to train your agent with any renderer turned on. The preferred way is to train your agent without any renderer in a first step, and in a second step to evaluate your agent on a fixed set of scenarios with possibily the renderer on (see the next section about that)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "from grid2op.Agent import RandomAgent\n", "class CustomRandom(RandomAgent):\n", " def __init__(self, action_space):\n", " RandomAgent.__init__(self, action_space)\n", " self.i = 1\n", "\n", " def my_act(self, transformed_observation, reward, done=False):\n", " if (self.i % 10) != 0:\n", " res = 0\n", " else:\n", " res = self.action_space.sample()\n", " self.i += 1\n", " return res\n", " \n", "myagent = CustomRandom(env.action_space)\n", "obs = env.reset()\n", "reward = env.reward_range[0]\n", "done = False\n", "while not done:\n", " env.render()\n", " act = myagent.act(obs, reward, done)\n", " obs, reward, done, info = env.step(act)\n", "env.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV ReplayEpisode\n", "\n", "This tool allows you to save gif of the \"renderer\" of your agent in an offline manner. We recommend, as stated above, to get rid of any renderer in the training phase, and then to use the runner to assess the performance of your agent using a runner, and with the saved results of the runner, to start this class, or to study it more in depth with grid2viz (see next section). \n", "\n", "But first things first, let's mimic what we think is a good process. Suppose you are happy with the result of your agent (for the sake of simplicity, we will not train any agent here, but we will rather use the CustomRandom class here). Now what do you do ?\n", "\n", "First, you create an environment on which it will be evaluated, and the associated runner:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:224: UserWarning:\n", "\n", "You are using a development environment. This environment is not intended for training agents.\n", "\n" ] } ], "source": [ "from grid2op.Runner import Runner\n", "env = grid2op.make(test=True)\n", "my_awesome_agent = CustomRandom(env.action_space)\n", "runner = Runner(**env.get_params_for_runner(), agentClass=None, agentInstance=my_awesome_agent)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Second, you start the runner and save the result in a given directory (here we limit the runner to perform 30 iterations to gain time):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import os\n", "path_agents = \"path_agents\" # this is mandatory for grid2viz to have a directory with only agents\n", "# that is why we have it here. It is aboslutely not mandatory for this more simple class.\n", "max_iter = 30 # to save time we only assess performance on 30 iterations\n", "if not os.path.exists(path_agents):\n", " os.mkdir(path_agents)\n", "path_awesome_agent_log = os.path.join(path_agents, \"awesome_agent_logs\")\n", "res = runner.run(nb_episode=2, path_save=path_awesome_agent_log, max_iter=max_iter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Third, you use the results of the runner to save the results as gif for example (you can also visualize it offline on the screen if you prefer for that you simply need to switch the \"display\" argument to ``True``" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "from grid2op.Episode import EpisodeReplay\n", "gif_name = \"episode\"\n", "ep_replay = EpisodeReplay(agent_path=path_awesome_agent_log)\n", "for _, chron_name, cum_reward, nb_time_step, max_ts in res:\n", " ep_replay.replay_episode(chron_name, # which chronic was started\n", " gif_name=gif_name, # Name of the gif file\n", " display=False, # dont wait before rendering each frames\n", " fps=3.0) # limit to 3 frames per second" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you can even see the gif in the jupyter notebook afterwards\n", "\n", "This only works if:\n", "- you haven't changed path_awesome_agent_log\n", "- you haven't changed the name of gif_name\n", "- all the above cells have be run properly\n", "\n", "![img](./path_agents/awesome_agent_logs/000/episode.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V Grid2Viz\n", "\n", "This tool is a really usefull tool to deep dive into the anylisis of your agent. We highly recommend you use it to develop always stronger agent and score high in the competition." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grid2viz is a package that has been developped to help you visualize the behaviour of your agent. \n", "\n", "It is available for now in a github repository [grid2viz](https://github.com/mjothy/grid2viz). In the few following cells we will demonstrate how to use it to inspect in more detail the log of the agents generated by the runner (second cell of this notebook).\n", "\n", "\n", "We will first run some other agents to show the full potential of grid2viz (optional). Then we emphasize a constraint on the use of grid2viz: the folder tree must respect a certain order. Then we show how to install it and finally how to launch it on the data generated by this notebook.\n", "\n", "![](https://raw.githubusercontent.com/mjothy/grid2viz/master/grid2viz/assets/screenshots/scenario_overview.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### V1 More agents to compare\n", "\n", "This section is not mandatory, but it is better to show the full capabilities of grid2viz. We will first run 2 others agents: the do nothing agent, and the topology greedy agents." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The results for the DoNothingAgent agent are:\n", "\tFor chronics with id 000\n", "\t\t - cumulative reward: 34403.378906\n", "\t\t - number of time steps completed: 30 / 30\n", "\tFor chronics with id 001\n", "\t\t - cumulative reward: 34420.378906\n", "\t\t - number of time steps completed: 30 / 30\n" ] } ], "source": [ "# make a runner for this agent\n", "from grid2op.Agent import DoNothingAgent, TopologyGreedy\n", "import shutil\n", "\n", "for agentClass, agentName in zip([DoNothingAgent], # , TopologyGreedy\n", " [\"DoNothingAgent\"]): # , \"TopologyGreedy\"\n", " path_this_agent = os.path.join(path_agents, agentName)\n", " shutil.rmtree(os.path.abspath(path_this_agent), ignore_errors=True)\n", " runner = Runner(**env.get_params_for_runner(),\n", " agentClass=agentClass\n", " )\n", " res = runner.run(path_save=path_this_agent, nb_episode=2, \n", " max_iter=max_iter)\n", " print(\"The results for the {} agent are:\".format(agentName))\n", " for _, chron_id, cum_reward, nb_time_step, max_ts in res:\n", " msg_tmp = \"\\tFor chronics with id {}\\n\".format(chron_id)\n", " msg_tmp += \"\\t\\t - cumulative reward: {:.6f}\\n\".format(cum_reward)\n", " msg_tmp += \"\\t\\t - number of time steps completed: {:.0f} / {:.0f}\".format(nb_time_step, max_ts)\n", " print(msg_tmp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### V.2 Installation\n", "\n", "Grid2Viz is not yet on pypi, the python package repository. So you need a specific command to install it. It can be done super easily by running the cell bellow (more information can be found on the grid2iz github)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "To install it, either uncomment the cell bellow, or type, in a command prompt:\n", "\t/usr/bin/python3 -m pip install git+https://github.com/mjothy/grid2viz.git --user --extra-index-url https://test.pypi.org/simple/\n" ] } ], "source": [ "import sys\n", "print(\"To install it, either uncomment the cell bellow, or type, in a command prompt:\\n{}\".format(\n", " (\"\\t{} -m pip install git+https://github.com/mjothy/grid2viz.git --user --extra-index-url https://test.pypi.org/simple/\".format(sys.executable))))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# !$sys.executable -m pip install git+https://github.com/mjothy/grid2viz --user --extra-index-url https://test.pypi.org/simple/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### V.3 Usage\n", "\n", "Once the above package is installed, you can now start to study what your agent did (NB the agent must have been run with a runner and the \"path_save\" argument in order for grid2viz to work properly.\n", "\n", "For performance optimization, grid2viz uses a cache. This notebook being an example, it is recommended to clear the cache before starting the grid2viz app. Of course, if you study different generation of your agent, it is NOT recommended to clear the cache before any study." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "shutil.rmtree(os.path.join(os.path.abspath(path_agents), \"_cache\"), ignore_errors=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!$sys.executable -m grid2viz.main --path=$path_agents" ] } ], "metadata": { "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }