{ "cells": [ { "cell_type": "markdown", "id": "81b0d9c5", "metadata": {}, "source": [ "# Mongo DB demonstration" ] }, { "cell_type": "markdown", "id": "a6407ebc", "metadata": {}, "source": [ "[Try this yourself](https://colab.research.google.com/github/DTUWindEnergy/TopFarm2/blob/master/docs/notebooks/MongoDB_recorder.ipynb) (requires google account)" ] }, { "cell_type": "markdown", "id": "65a0003c", "metadata": {}, "source": [ "Example on how to use the MongoRecorder as the main recorder to store data in a local database." ] }, { "cell_type": "markdown", "id": "54ff9ae8", "metadata": {}, "source": [ "**Install TOPFARM if needed**" ] }, { "cell_type": "code", "execution_count": 1, "id": "7809feca", "metadata": {}, "outputs": [], "source": [ "# Install TopFarm if needed\n", "import importlib\n", "if not importlib.util.find_spec(\"topfarm\"):\n", " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/TopFarm2.git" ] }, { "cell_type": "markdown", "id": "257d5471", "metadata": {}, "source": [ "**Now we import some basic Python elements, as well as PyWake and TOPFARM dependencies**" ] }, { "cell_type": "code", "execution_count": 2, "id": "4f357cff", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\mikf\\Anaconda3\\envs\\om3\\lib\\site-packages\\openmdao\\utils\\general_utils.py:128: OMDeprecationWarning:simple_warning is deprecated. Use openmdao.utils.om_warnings.issue_warning instead.\n", "C:\\Users\\mikf\\Anaconda3\\envs\\om3\\lib\\site-packages\\openmdao\\utils\\notebook_utils.py:157: UserWarning:Tabulate is not installed. Run `pip install openmdao[notebooks]` to install required dependencies. Using ASCII for outputs.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import dependencies\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.dpi'] = 150\n", "import subprocess\n", "subprocess.Popen(['mongod'])\n", "\n", "from py_wake.site.xrsite import GlobalWindAtlasSite\n", "from py_wake.deficit_models.gaussian import IEA37SimpleBastankhahGaussian\n", "from py_wake.examples.data.hornsrev1 import V80\n", "\n", "from topfarm.constraint_components.boundary import XYBoundaryConstraint\n", "from topfarm.constraint_components.spacing import SpacingConstraint\n", "from topfarm.cost_models.cost_model_wrappers import CostModelComponent, AEPCostModelComponent\n", "from topfarm import TopFarmGroup, TopFarmProblem\n", "from topfarm.plotting import XYPlotComp\n", "from topfarm.easy_drivers import EasyScipyOptimizeDriver\n", "from topfarm.mongo_recorder import MongoRecorder" ] }, { "cell_type": "markdown", "id": "7b0e2bbe", "metadata": {}, "source": [ "The site is given by the `GlobalWindAtlasSite` function through the latitude and longitude coordinates. The used wind turbine model is the V80. A number of 24 wind turbines are displayed in a pattern likewise the one used at Hornsrev1. " ] }, { "cell_type": "code", "execution_count": 3, "id": "d7adb995", "metadata": {}, "outputs": [], "source": [ "# Site and wind turbine definition\n", "\n", "wt = V80()\n", "D = wt.diameter()\n", "hub_height = wt.hub_height()\n", "\n", "lat, long = 44.001508, -8.200195\n", "height = hub_height\n", "roughness = 0.05\n", "site = GlobalWindAtlasSite(lat, long, height, roughness, ti=0.5)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "0866071e", "metadata": {}, "outputs": [], "source": [ "# Layout coordinates \n", "xy = np.array([[423974, 6151447],\n", " [424042, 6150891],\n", " [424111, 6150335],\n", " [424179, 6149779],\n", " [424247, 6149224],\n", " [424315, 6148668],\n", " [424384, 6148112],\n", " [424452, 6147556],\n", " [424534, 6151447],\n", " [424602, 6150891],\n", " [424671, 6150335],\n", " [424739, 6149779],\n", " [424807, 6149224],\n", " [424875, 6148668],\n", " [424944, 6148112],\n", " [425012, 6147556],\n", " [425094, 6151447],\n", " [425162, 6150891],\n", " [425231, 6150335],\n", " [425299, 6149779],\n", " [425367, 6149224],\n", " [425435, 6148668],\n", " [425504, 6148112],\n", " [425572, 6147556]])\n", "\n", "# site boundaries\n", "boundary = [(423500, 6.1474e6), (425700, 6.1474e6),\n", " (425200, 6.1515e6), (423000, 6.1515e6)]\n" ] }, { "cell_type": "markdown", "id": "60760260", "metadata": {}, "source": [ "The cost function is the AEP of the wind farm. The `IEA37SimpleBastankhahGaussian` [wake model](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/EngineeringWindFarmModels.html#IEA37SimpleBastankhahGaussianDeficit) is used, which is predefined in PyWake. The `CostModelComponent` is fed with the layout coordinates 'x' and 'y'. " ] }, { "cell_type": "code", "execution_count": 5, "id": "32cee548", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":9: DeprecationWarning: output_key is deprecated; use keyword output_keys instead\n", " aep_comp = CostModelComponent(input_keys=['x', 'y'],\n", ":9: DeprecationWarning: output_val is deprecated; use keyword output_vals instead\n", " aep_comp = CostModelComponent(input_keys=['x', 'y'],\n" ] } ], "source": [ "def aep_func(x, y, **kwargs):\n", " wake_model = IEA37SimpleBastankhahGaussian(site, wt)\n", " simres = wake_model(x, y)\n", " aep = simres.aep().sum()\n", " return aep\n", "\n", "\n", "# create an openmdao component for aep\n", "aep_comp = CostModelComponent(input_keys=['x', 'y'],\n", " n_wt=len(xy),\n", " cost_function=aep_func,\n", " output_key=\"aep\",\n", " output_unit=\"GWh\",\n", " objective=True,\n", " output_val=sum(np.zeros(len(xy))),\n", " maximize=True\n", " )" ] }, { "cell_type": "markdown", "id": "b509e6a7", "metadata": {}, "source": [ "**Definition of the TOPFARM Problem**\n", "\n", "In order to make it more flexible, we have implemented a new option within the `TopFarmProblem` object that allows to choose the recorder. By default, the `TopFarmListRecorder` is used. The case_id variable defines the ID of the simulation under which it is stored in the Mongo database. " ] }, { "cell_type": "code", "execution_count": 6, "id": "c26b1d0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: checking out_of_order\n", "INFO: checking system\n", "INFO: checking solvers\n", "INFO: checking dup_inputs\n", "INFO: checking missing_recorders\n", "INFO: checking unserializable_options\n", "INFO: checking comp_has_no_outputs\n", "INFO: checking auto_ivc_warnings\n", "INFO: checking out_of_order\n", "INFO: checking system\n", "INFO: checking solvers\n", "INFO: checking dup_inputs\n", "INFO: checking missing_recorders\n", "INFO: checking unserializable_options\n", "INFO: checking comp_has_no_outputs\n", "INFO: checking auto_ivc_warnings\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define problem object\n", "'''To access remote Mongo DB use 'host', 'user' and 'pass', or specify full uri-string, e.g.: \n", "uri = \"mongodb+srv://TopfarmUser:lstN6RRM5M0XSzaF@topfarm.20e5l.mongodb.net/data22?retryWrites=true&w=majority\",\n", "'''\n", "problem = TopFarmProblem(design_vars={'x': xy[:, 0], 'y': xy[:, 1]},\n", " cost_comp=aep_comp,\n", " driver=EasyScipyOptimizeDriver(optimizer='SLSQP', maxiter=10, tol=1e-6),\n", " constraints=[SpacingConstraint(5*D), \n", " XYBoundaryConstraint(boundary=boundary, boundary_type='polygon')],\n", " plot_comp=XYPlotComp(),\n", " recorder=MongoRecorder(db_name='data22',\n", " case_id='test', \n", " clean_up=True)\n", " )\n", "\n", "# run state before optimize\n", "cost, state = problem.evaluate()" ] }, { "cell_type": "code", "execution_count": 7, "id": "5dd091fb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: checking out_of_order\n", "INFO: checking system\n", "INFO: checking solvers\n", "INFO: checking dup_inputs\n", "INFO: checking missing_recorders\n", "INFO: checking unserializable_options\n", "INFO: checking comp_has_no_outputs\n", "INFO: checking auto_ivc_warnings\n", "Iteration limit reached (Exit mode 9)\n", " Current function value: [-143.912072]\n", " Iterations: 10\n", " Function evaluations: 10\n", " Gradient evaluations: 10\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n", "Optimized in\t78.508s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Optimize \n", "cost, state, recorder = problem.optimize(disp=True)" ] }, { "cell_type": "markdown", "id": "df31ffb7", "metadata": {}, "source": [ "**Accessing the database from TOPFARM**\n", "\n", "Accessing the database is done in the same way as the `TopfarmListRecorder`:" ] }, { "cell_type": "code", "execution_count": 8, "id": "6e14def9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['_id', 'case_id', 'run_id', 'counter', 'timestamp', 'success', 'msg', 'rank', 'size', 'max_step', 'cost', 'penalty', 'x', 'y', 'penalty_spacing_comp_400', 'penalty_xyboundary_comp_polygon_26295200', 'aep', 'aggr_cost', 'cost_comp_eval', 'xy_boundary', 'plot_counter', 'wtSeparationSquared', 'boundaryDistances']\n" ] } ], "source": [ "keys = recorder.keys()\n", "print(keys)" ] }, { "cell_type": "code", "execution_count": 9, "id": "a7370b66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "aep = recorder['aep']\n", "plt.plot(aep)" ] }, { "cell_type": "markdown", "id": "85229e7b", "metadata": {}, "source": [ "Animate recording and display." ] }, { "cell_type": "code", "execution_count": 10, "id": "812da2e8", "metadata": {}, "outputs": [], "source": [ "# The code in this cell will not work in VSCode, due to webview beeing blocked by Microsoft.\n", "# an alternate option for VSCode users are to save the animation and view in a mediaplayer.\n", "# see cell below.\n", "\n", "# from IPython.display import HTML\n", "# anim = recorder.animate_turbineXY(duration=10, tail=5, cost='aep', anim_options = {'interval': 20, 'blit': True})\n", "# html = HTML(anim.to_html5_video())\n", "# display(html)\n", "# plt.close()" ] }, { "cell_type": "code", "execution_count": 11, "id": "e882e928", "metadata": {}, "outputs": [], "source": [ "# anim = recorder.animate_turbineXY(filename='animation')\n", "# plt.close()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }