{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Run the fusion EasyVVUQ campaign\n", "\n", "Run an EasyVVUQ campaign to analyze the sensitivity of the temperature\n", "profile predicted by a simplified model of heat conduction in a\n", "tokamak plasma.\n", "\n", "This is done with PCE." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.764208Z", "start_time": "2021-06-07T13:53:06.250480Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# import packages that we will use\n", "\n", "import os\n", "import easyvvuq as uq\n", "import chaospy as cp\n", "import pickle\n", "import time\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "if not os.getenv(\"DISPLAY\"): matplotlib.use('Agg')\n", "import matplotlib.pylab as plt\n", "from IPython.display import display\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.917267Z", "start_time": "2021-06-07T13:53:09.765242Z" }, "code_folding": [ 0, 2, 4 ] }, "outputs": [], "source": [ "# we need fipy -- install if not already available\n", "\n", "try:\n", " import fipy\n", "except ModuleNotFoundError:\n", " ! pip install future\n", " ! pip install fipy\n", " import fipy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.920997Z", "start_time": "2021-06-07T13:53:09.918734Z" }, "code_folding": [ 0, 2 ] }, "outputs": [], "source": [ "# routine to write out (if needed) the fusion .template file\n", "\n", "def write_template(params):\n", " str = \"\"\n", " first = True\n", " for k in params.keys():\n", " if first:\n", " str += '{\"%s\": \"$%s\"' % (k,k) ; first = False\n", " else:\n", " str += ', \"%s\": \"$%s\"' % (k,k)\n", " str += '}'\n", " print(str, file=open('fusion.template','w'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.925778Z", "start_time": "2021-06-07T13:53:09.922145Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# define parameters of the fusion model\n", "def define_params():\n", " return {\n", " \"Qe_tot\": {\"type\": \"float\", \"min\": 1.0e6, \"max\": 50.0e6, \"default\": 2e6},\n", " \"H0\": {\"type\": \"float\", \"min\": 0.00, \"max\": 1.0, \"default\": 0},\n", " \"Hw\": {\"type\": \"float\", \"min\": 0.01, \"max\": 100.0, \"default\": 0.1},\n", " \"Te_bc\": {\"type\": \"float\", \"min\": 10.0, \"max\": 1000.0, \"default\": 100},\n", " \"chi\": {\"type\": \"float\", \"min\": 0.01, \"max\": 100.0, \"default\": 1},\n", " \"a0\": {\"type\": \"float\", \"min\": 0.2, \"max\": 10.0, \"default\": 1},\n", " \"R0\": {\"type\": \"float\", \"min\": 0.5, \"max\": 20.0, \"default\": 3},\n", " \"E0\": {\"type\": \"float\", \"min\": 1.0, \"max\": 10.0, \"default\": 1.5},\n", " \"b_pos\": {\"type\": \"float\", \"min\": 0.95, \"max\": 0.99, \"default\": 0.98},\n", " \"b_height\": {\"type\": \"float\", \"min\": 3e19, \"max\": 10e19, \"default\": 6e19},\n", " \"b_sol\": {\"type\": \"float\", \"min\": 2e18, \"max\": 3e19, \"default\": 2e19},\n", " \"b_width\": {\"type\": \"float\", \"min\": 0.005, \"max\": 0.025, \"default\": 0.01},\n", " \"b_slope\": {\"type\": \"float\", \"min\": 0.0, \"max\": 0.05, \"default\": 0.01},\n", " \"nr\": {\"type\": \"integer\", \"min\": 10, \"max\": 1000, \"default\": 100},\n", " \"dt\": {\"type\": \"float\", \"min\": 1e-3, \"max\": 1e3, \"default\": 100},\n", " \"out_file\": {\"type\": \"string\", \"default\": \"output.csv\"}\n", " }" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.931155Z", "start_time": "2021-06-07T13:53:09.926762Z" }, "code_folding": [ 0, 2, 17, 21, 28 ] }, "outputs": [], "source": [ "# define varying quantities\n", "def define_vary():\n", " vary_all = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"H0\": cp.Uniform(0.0, 0.2),\n", " \"Hw\": cp.Uniform(0.1, 0.5),\n", " \"chi\": cp.Uniform(0.8, 1.2),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0),\n", " \"a0\": cp.Uniform(0.9, 1.1),\n", " \"R0\": cp.Uniform(2.7, 3.3),\n", " \"E0\": cp.Uniform(1.4, 1.6),\n", " \"b_pos\": cp.Uniform(0.95, 0.99),\n", " \"b_height\": cp.Uniform(5e19, 7e19),\n", " \"b_sol\": cp.Uniform(1e19, 3e19),\n", " \"b_width\": cp.Uniform(0.015, 0.025),\n", " \"b_slope\": cp.Uniform(0.005, 0.020)\n", " }\n", " vary_2 = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0)\n", " }\n", " vary_5 = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"H0\": cp.Uniform(0.0, 0.2),\n", " \"Hw\": cp.Uniform(0.1, 0.5),\n", " \"chi\": cp.Uniform(0.8, 1.2),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0)\n", " }\n", " vary_10 = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"H0\": cp.Uniform(0.0, 0.2),\n", " \"Hw\": cp.Uniform(0.1, 0.5),\n", " \"chi\": cp.Uniform(0.8, 1.2),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0),\n", " \"b_pos\": cp.Uniform(0.95, 0.99),\n", " \"b_height\": cp.Uniform(5e19, 7e19),\n", " \"b_sol\": cp.Uniform(1e19, 3e19),\n", " \"b_width\": cp.Uniform(0.015, 0.025),\n", " \"b_slope\": cp.Uniform(0.005, 0.020)\n", " }\n", " return vary_5" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.935300Z", "start_time": "2021-06-07T13:53:09.932352Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# define a model to run the fusion code directly from python, expecting a dictionary and returning a dictionary\n", "def run_fusion_model(input):\n", " import json\n", " import fusion\n", " qois = [\"te\", \"ne\", \"rho\", \"rho_norm\"]\n", " del input['out_file']\n", " return {q: v for q,v in zip(qois, [t.tolist() for t in fusion.solve_Te(**input, plots=False, output=False)])}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.944308Z", "start_time": "2021-06-07T13:53:09.936384Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# routine to run a PCE campaign\n", "\n", "def run_pce_case(pce_order=2, local=True, dask=True, batch_size=os.cpu_count(), use_files=True):\n", " \"\"\"\n", " Inputs:\n", " pce_order: order of the PCE expansion\n", " local: if using Dask, whether to use the local option (True)\n", " dask: whether to use dask (True)\n", " batch_size: for the non Dask option, number of cases to run in parallel (16)\n", " Outputs:\n", " results_df: Pandas dataFrame containing inputs to and output from the model\n", " results: Results of the PCE analysis\n", " times: Information about the elapsed time for the various phases of the calculation\n", " pce_order: pce_order \n", " count: number of PCE samples\n", " \"\"\"\n", " \n", " if dask:\n", " if local:\n", " print('Running locally')\n", " import multiprocessing.popen_spawn_posix\n", " from dask.distributed import Client, LocalCluster\n", " cluster = LocalCluster(threads_per_worker=1)\n", " client = Client(cluster) # processes=True, threads_per_worker=1)\n", " else:\n", " print('Running using SLURM')\n", " from dask.distributed import Client\n", " from dask_jobqueue import SLURMCluster\n", " cluster = SLURMCluster(\n", " job_extra=['--qos=p.tok.openmp.2h', '--mail-type=end', '--mail-user=dpc@rzg.mpg.de', '-t 2:00:00'], \n", " queue='p.tok.openmp', \n", " cores=8, \n", " memory='8 GB',\n", " processes=8)\n", " cluster.scale(32)\n", " print(cluster)\n", " print(cluster.job_script())\n", " client = Client(cluster)\n", " print(client)\n", "\n", " else:\n", " import concurrent.futures\n", "# client = concurrent.futures.ProcessPoolExecutor(max_workers=batch_size)\n", " client = concurrent.futures.ThreadPoolExecutor(max_workers=batch_size)\n", "# client = None\n", " \n", " times = np.zeros(7)\n", "\n", " time_start = time.time()\n", " time_start_whole = time_start\n", " # Set up a fresh campaign called \"fusion_pce.\"\n", " my_campaign = uq.Campaign(name='fusion_pce.') \n", "\n", " # Define parameter space\n", " params = define_params()\n", "\n", " # Create an encoder and decoder for PCE test app\n", " if use_files:\n", " encoder = uq.encoders.GenericEncoder(template_fname='fusion.template',\n", " delimiter='$',\n", " target_filename='fusion_in.json')\n", "\n", "\n", " decoder = uq.decoders.SimpleCSV(target_filename=\"output.csv\",\n", " output_columns=[\"te\", \"ne\", \"rho\", \"rho_norm\"])\n", "\n", " execute = uq.actions.ExecuteLocal('python3 %s/fusion_model.py fusion_in.json' % (os.getcwd()))\n", "\n", " actions = uq.actions.Actions(uq.actions.CreateRunDirectory('/tmp'), \n", " uq.actions.Encode(encoder), execute, uq.actions.Decode(decoder))\n", " else:\n", " actions = uq.actions.Actions(uq.actions.ExecutePython(run_fusion_model))\n", "\n", "\n", " # Add the app (automatically set as current app)\n", " my_campaign.add_app(name=\"fusion\", params=params, actions=actions)\n", "\n", " time_end = time.time()\n", " times[1] = time_end-time_start\n", " print('Time for phase 1 = %.3f' % (times[1]))\n", "\n", " time_start = time.time()\n", " # Associate a sampler with the campaign\n", " my_campaign.set_sampler(uq.sampling.PCESampler(vary=define_vary(), polynomial_order=pce_order))\n", " my_campaign.draw_samples()\n", " print('Number of samples = %s' % my_campaign.get_active_sampler().count)\n", "\n", " time_end = time.time()\n", " times[2] = time_end-time_start\n", " print('Time for phase 2 = %.3f' % (times[2]))\n", "\n", " time_start = time.time()\n", " # Perform the actions\n", " my_campaign.execute(pool=client).collate(progress_bar=True)\n", "\n", " if dask:\n", " client.close()\n", " client.shutdown()\n", "\n", " time_end = time.time()\n", " times[3] = time_end-time_start\n", " print('Time for phase 3 = %.3f' % (times[3]))\n", "\n", " time_start = time.time()\n", " # Collate the results\n", " results_df = my_campaign.get_collation_result()\n", "\n", " time_end = time.time()\n", " times[4] = time_end-time_start\n", " print('Time for phase 4 = %.3f' % (times[4]))\n", "\n", " time_start = time.time()\n", " # Post-processing analysis\n", " results = my_campaign.analyse(qoi_cols=[\"te\", \"ne\", \"rho\", \"rho_norm\"])\n", "\n", " time_end = time.time()\n", " times[5] = time_end-time_start\n", " print('Time for phase 5 = %.3f' % (times[5]))\n", "\n", " time_start = time.time()\n", " # Save the results\n", " pickle.dump(results, open('fusion_results.pickle','bw'))\n", " time_end = time.time()\n", " times[6] = time_end-time_start\n", " print('Time for phase 6 = %.3f' % (times[6]))\n", "\n", " times[0] = time_end - time_start_whole\n", "\n", " return results_df, results, times, pce_order, my_campaign.get_active_sampler().count" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T13:53:09.958612Z", "start_time": "2021-06-07T13:53:09.945487Z" }, "code_folding": [ 0, 2, 21, 40, 52, 66, 78 ] }, "outputs": [], "source": [ "# routines for plotting the results\n", "\n", "def plot_Te(results, title=None):\n", " # plot the calculated Te: mean, with std deviation, 1, 10, 90 and 99%\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " plt.plot(rho, results.describe('te', 'mean'), 'b-', label='Mean')\n", " plt.plot(rho, results.describe('te', 'mean')-results.describe('te', 'std'), 'b--', label='+1 std deviation')\n", " plt.plot(rho, results.describe('te', 'mean')+results.describe('te', 'std'), 'b--')\n", " plt.fill_between(rho, results.describe('te', 'mean')-results.describe('te', 'std'), results.describe('te', 'mean')+results.describe('te', 'std'), color='b', alpha=0.2)\n", " plt.plot(rho, results.describe('te', '10%'), 'b:', label='10 and 90 percentiles')\n", " plt.plot(rho, results.describe('te', '90%'), 'b:')\n", " plt.fill_between(rho, results.describe('te', '10%'), results.describe('te', '90%'), color='b', alpha=0.1)\n", " plt.fill_between(rho, results.describe('te', '1%'), results.describe('te', '99%'), color='b', alpha=0.05)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('Te [$eV$]')\n", " if not title is None: plt.title(title)\n", " plt.savefig('Te.png')\n", " plt.savefig('Te.pdf')\n", "\n", "def plot_ne(results, title=None):\n", " # plot the calculated ne: mean, with std deviation, 1, 10, 90 and 99%\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " plt.plot(rho, results.describe('ne', 'mean'), 'b-', label='Mean')\n", " plt.plot(rho, results.describe('ne', 'mean')-results.describe('ne', 'std'), 'b--', label='+1 std deviation')\n", " plt.plot(rho, results.describe('ne', 'mean')+results.describe('ne', 'std'), 'b--')\n", " plt.fill_between(rho, results.describe('ne', 'mean')-results.describe('ne', 'std'), results.describe('ne', 'mean')+results.describe('ne', 'std'), color='b', alpha=0.2)\n", " plt.plot(rho, results.describe('ne', '10%'), 'b:', label='10 and 90 percentiles')\n", " plt.plot(rho, results.describe('ne', '90%'), 'b:')\n", " plt.fill_between(rho, results.describe('ne', '10%'), results.describe('ne', '90%'), color='b', alpha=0.1)\n", " plt.fill_between(rho, results.describe('ne', '1%'), results.describe('ne', '99%'), color='b', alpha=0.05)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('ne [$m^{-3}$]')\n", " if not title is None: plt.title(title)\n", " plt.savefig('ne.png')\n", " plt.savefig('ne.pdf')\n", "\n", "def plot_sobols_first(results, title=None, field='te'):\n", " # plot the first Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k in results.sobols_first()[field].keys(): plt.plot(rho, results.sobols_first()[field][k], label=k)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_first')\n", " if not title is None: plt.title(field + ': ' + title)\n", " plt.savefig('sobols_first_%s.png' % (field))\n", " plt.savefig('sobols_first_%s.pdf' % (field))\n", "\n", "def plot_sobols_second(results, title=None, field='te'):\n", " # plot the second Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k1 in results.sobols_second()[field].keys():\n", " for k2 in results.sobols_second()[field][k1].keys():\n", " plt.plot(rho, results.sobols_second()[field][k1][k2], label=k1+'/'+k2)\n", " plt.legend(loc=0, ncol=2)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_second')\n", " if not title is None: plt.title(field + ': ' + title)\n", " plt.savefig('sobols_second_%s.png' % (field))\n", " plt.savefig('sobols_second_%s.pdf' % (field))\n", "\n", "def plot_sobols_total(results, title=None, field='te'):\n", " # plot the total Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k in results.sobols_total()[field].keys(): plt.plot(rho, results.sobols_total()[field][k], label=k)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_total')\n", " if not title is None: plt.title(field + ': ' + title)\n", " plt.savefig('sobols_total_%s.png' % (field))\n", " plt.savefig('sobols_total_%s.pdf' % (field))\n", "\n", "def plot_distribution(results, results_df, title=None):\n", " te_dist = results.raw_data['output_distributions']['te']\n", " rho_norm = results.describe('rho_norm', 'mean')\n", " plt.subplots(3,3,figsize=(12,12))\n", " ip=0\n", " for i in [np.maximum(0, int(i-1)) \n", " for i in np.linspace(0,1,9) * rho_norm.shape]:\n", " ip += 1\n", " plt.subplot(3,3,ip)\n", " pdf_raw_samples = cp.GaussianKDE(results_df.te[i])\n", " pdf_kde_samples = cp.GaussianKDE(te_dist.samples[i])\n", " plt.hist(results_df.te[i], density=True, bins=50, label='histogram of raw samples', alpha=0.25)\n", " if hasattr(te_dist, 'samples'):\n", " plt.hist(te_dist.samples[i], density=True, bins=50, label='histogram of kde samples', alpha=0.25)\n", "\n", " plt.plot(np.linspace(pdf_raw_samples.lower, pdf_raw_samples.upper), pdf_raw_samples.pdf(np.linspace(pdf_raw_samples.lower, pdf_raw_samples.upper)), label='PDF (raw samples)')\n", " plt.plot(np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper), pdf_kde_samples.pdf(np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper)), label='PDF (kde samples)')\n", "\n", " plt.legend(loc=0)\n", " plt.xlabel('Te [$eV$]')\n", " plt.title('Distributions for rho_norm = %0.4f' % (rho_norm[i]))\n", " plt.subplots_adjust(left=0.05, right=0.95, bottom=0.05, top=0.925, wspace=0.4, hspace=0.3)\n", " if not title is None: plt.suptitle(title)\n", " plt.savefig('distribution_function.png')\n", " plt.savefig('distribution_function.pdf')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:23:21.421577Z", "start_time": "2021-06-07T13:53:09.961661Z" }, "code_folding": [ 0 ], "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", " 0%| | 0/32 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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TotalPhase 1Phase 2Phase 3Phase 4Phase 5Phase 6
11.6650180.0270740.0845170.7327810.0209030.6547450.144641
27.2349270.0462890.2914685.1902830.0507761.5201990.135249
327.4018820.0278800.91305821.9771930.2339724.1373210.111374
495.9225070.0296442.33538971.6225760.64933221.1283520.156228
5313.5058630.0691705.357702182.2207891.747490123.8312240.268866
61365.7009720.03044511.672170352.6786233.639645997.2857570.392905
\n", "" ], "text/plain": [ " Total Phase 1 Phase 2 Phase 3 Phase 4 Phase 5 \\\n", "1 1.665018 0.027074 0.084517 0.732781 0.020903 0.654745 \n", "2 7.234927 0.046289 0.291468 5.190283 0.050776 1.520199 \n", "3 27.401882 0.027880 0.913058 21.977193 0.233972 4.137321 \n", "4 95.922507 0.029644 2.335389 71.622576 0.649332 21.128352 \n", "5 313.505863 0.069170 5.357702 182.220789 1.747490 123.831224 \n", "6 1365.700972 0.030445 11.672170 352.678623 3.639645 997.285757 \n", "\n", " Phase 6 \n", "1 0.144641 \n", "2 0.135249 \n", "3 0.111374 \n", "4 0.156228 \n", "5 0.268866 \n", "6 0.392905 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# produce a table of the time taken for various phases\n", "# the phases are:\n", "# 1: creation of campaign\n", "# 2: creation of samples\n", "# 3: running the cases\n", "# 4: calculation of statistics including Sobols\n", "# 5: returning of analysed results\n", "# 6: saving campaign and pickled results\n", "\n", "if __name__ == '__main__':\n", "\n", " Timings = pd.DataFrame(np.array([R[r]['times'] for r in list(R.keys())]), \n", " columns=['Total', 'Phase 1', 'Phase 2', 'Phase 3', 'Phase 4', 'Phase 5', 'Phase 6'], \n", " index=[R[r]['order'] for r in list(R.keys())])\n", " Timings.to_csv(open('Timings.csv', 'w'))\n", " display(Timings)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:23:23.723735Z", "start_time": "2021-06-07T14:23:22.898946Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the mean and standard deviation to that of the highest order\n", "\n", "if __name__ == '__main__':\n", " last = -1\n", " O = [R[r]['order'] for r in list(R.keys())]\n", " if len(O[0:last]) > 0:\n", " plt.figure()\n", " plt.semilogy([o for o in O[0:last]],\n", " [np.sqrt(np.mean((R[o]['results'].describe('te', 'mean') - \n", " R[O[last]]['results'].describe('te', 'mean'))**2)) for o in O[0:last]],\n", " 'o-', label='mean')\n", " plt.semilogy([o for o in O[0:last]],\n", " [np.sqrt(np.mean((R[o]['results'].describe('te', 'std') - \n", " R[O[last]]['results'].describe('te', 'std'))**2)) for o in O[0:last]],\n", " 'o-', label='std')\n", " plt.xlabel('PCE order')\n", " plt.ylabel('RMSerror compared to order=%s' % (O[last]))\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_mean_std.png')\n", " plt.savefig('Convergence_mean_std.pdf')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:23:24.159768Z", "start_time": "2021-06-07T14:23:23.724847Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the first sobol to that of the highest order\n", "\n", "if __name__ == '__main__':\n", " last = -1\n", " O = [R[r]['order'] for r in list(R.keys())]\n", " if len(O[0:last]) > 0:\n", " plt.figure()\n", " O = [R[r]['order'] for r in list(R.keys())]\n", " for v in list(R[O[last]]['results'].sobols_first('te').keys()):\n", " plt.semilogy([o for o in O[0:last]],\n", " [np.sqrt(np.mean((R[o]['results'].sobols_first('te')[v] - \n", " R[O[last]]['results'].sobols_first('te')[v])**2)) for o in O[0:last]],\n", " 'o-',\n", " label=v)\n", " plt.xlabel('PCE order')\n", " plt.ylabel('RMSerror for 1st sobol compared to order=%s' % (O[last]))\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_sobol_first.png')\n", " plt.savefig('Convergence_sobol_first.pdf')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:23:29.420167Z", "start_time": "2021-06-07T14:23:24.160713Z" }, "code_folding": [ 0 ], "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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zYcIEjjvuOH75y1+yceNGABYvXsx7772XtZ1dd92Vd999d8v04Ycfzn/9139tWe6VV15hv/3226be9nIyMDMrAkn8/ve/Z9q0aQwcOJAePXrQrl07rrjiCs4991wGDx7MQQcdxAEHHMD555/Ppk2bsrZz4IEH0qFDB4YNG8Z//Md/8PWvf53NmzczdOhQTj/9dKZMmUKnTp048sgjWbBgAcOHD+eee+7Z/vjz3QWR1C8iXmpqXjn4bCIzy5TtzJlKmz17NmeeeSb333//NgeWy6GUZxPdBxzUYN40oPy9NDNr4Q499FBefvnlSoeRtyaTgaRBwBCgm6QvZhR1BTqXKjAzs7bsueeeY9y4cVvN69SpE0899VRF4slnz2A/4PPAbsBJGfPfBb5WgpjMzNq8oUOHMm/evEqHsUWTySAiHgQelPSpiHiiDDGZmVmZFXI20RckdZXUUdIjkt6S9OWSRWZmZmVTSDI4NiLWkgwZ1QH7At8tSVRmZlZWhSSD+jsrnwj8LiJWlyAeM7NWqUuXLltNT5kyhQkTJgCwYcMGTj/9dAYMGMDIkSNZtmxZBSJsXCHJYLqkRUAN8IikaqCwm2yame2Abr/9dnbffXeWLFnCt771LSZOnFjpkLaRVzKQ1A54CPgUUBMRG4H3gTEljM3MrE148MEHGT9+PABjx47lkUceKds1h/KV14/OIuIjST+OiE9lzHsPyH5xDTOzSvnjpfD6c8Vtc4+hcMKNjVZZv349w4cP3zK9evVqTj75ZABeffVVevfuDUCHDh3o1q0bq1atoqqqqrhxbodChon+JOlUZbtGayMkHS/pBUlLJF2apXyMpGclzZNUK+nThbRvZtYS7LzzzsybN2/L49prr91Slm0voMCv0pIr5HIUlwC7AJskfQAIiIjommsBSe2BW4BjSM5AmiNpekQsyKj2CDA9IkLSgcC9wKAC+2FmlmhiC74SevXqxfLly+nVqxebNm3inXfeoXv37pUOayt57xlExK4R0S4idoqIrul0zkSQGgEsiYilEfEhMJUGxxkiYl18nDZ3AVrWQJqZ2XY6+eST+e1vfwvAtGnT+OxnP9v69gwkDYqIRZIaXqQOgIh4upHFewLLM6brgJFZ1vEF4P8A/wR8Lkcc5wHnAfTp06epsM3MWoxzzjmHcePGMWDAALp3787UqVMrHdI2mryEtaTbIuI8SX/LUhwR8dlGlv0X4LiIODedHgeMiIiLc9Q/HLgyIo5uLCZfwtrMMrXES1hXWikuYf3n9O85EbG0wHjqgN4Z072AFbkqR8RMSftIqoqItwpcl5mZNVM+xwwuS/9Oa0b7c4CBkvpJ2gk4A5ieWUHSgPozlNKhqJ2AVc1Yl5mZNVM+ewar0iGifpKmNyyMiJNzLRgRmyRNAB4G2gOTI2K+pAvS8knAqcBXJG0E1gOnR1NjV2ZmVlT5JIPPkdzh7E7gx4WuICJmADMazJuU8fwm4KZC2zUzs+LJ534GHwJPSjo0Ilbmqifp57kODJuZWctWyO8MciaC1GHbGYuZmVVIIZejMDOzHBq7hHVr4GRgZmZFTQYt67fVZmYtwObNm+nfvz8RwZo1a2jXrh0zZ84EYPTo0SxZsqTCESYKuVDdFun9Dbqkt8Gs95/FCcnMrPlu+sdNLFq9qKhtDuo+iIkjGr8hTa5LWLdv3559992XBQsW8NJLL3HwwQfz2GOPMXLkSOrq6hgwYEBRY22uvPcMJN0tqaukXYAFwAuSttwDOSKmlCA+M7NWobFLWI8ePZqZM2cyc+ZMLrvsMmbNmsWcOXM45JBDKhjx1grZMxgcEWslfYnkdwMTgbnAD0sSmZlZMzS1BV8Jo0ePZtKkSaxYsYJrr72WH/7whzz66KMcfvjhlQ5ti0KOGXSU1BE4BXgwvfWlfylsZtaEkSNHMnv2bNq1a0fnzp0ZPnw4t956K6NHj650aFsUkgxuBZaR3HNgpqS9gbWNLmFmZnTq1InevXszatQoINlTePfddxk6dGiFI/tYk5ewbnRhqUNEbCpiPHnxJazNLJMvYb2tol/CWtIlTVT5Sf7hmZlZS5TPAeRdSx6FmZlVVD4XqrumHIGYmVnlFPI7g16Sfi/pTUlvSLpPUq9SBmdmZuVRyNlEvyG5S9leJDe6fyidZ2ZmrVwhyaA6In4TEZvSxxSgukRxmZlZGRWSDN6S9GVJ7dPHl/G9is3McjrrrLOYNm3b28evWLGCsWPHViCi3ApJBl8FTgNeTx9j03lmZlaAvfbaK2uSqKRC7nT2SkScHBHV6eOUiHi5lMGZmbUmd9xxBwceeCDDhg1j3LhxAMycOZNDDz2U/v37b0kAy5Yt44ADDqhkqNvI+0J1kvqTXKZ6FMk1iZ4AvhURS0sUm5lZwV6/4QY2LCzuJaw77T+IPS6/vNE68+fP5wc/+AGPP/44VVVVrF69mksuuYTXXnuNWbNmsWjRIk4++eQWNzxUr5BhoruBe4E9Sc4o+m/gd6UIysystfnrX//K2LFjqaqqAqB79+4AnHLKKbRr147BgwfzxhtvVDLERhVyCWtFxJ0Z03dJaj03+DSzHUJTW/ClEhFI297wsVOnTlvVaama3DOQ1F1Sd+Bvki6V1FfS3pK+B/zf0odoZtbyHXXUUdx7772sWpWcZLl69eoKR1SYfPYM5pIcI6hPeednlAVwXbGDMjNrbYYMGcIVV1zBZz7zGdq3b88nP/nJSodUkHyuTdSvHIGYmbV248ePZ/z48TnL161bB0Dfvn15/vnnyxVWXgo5m6gjcCFQf5+2R4Fb0zuemZlZK1bIAeRfAh2BX6TT49J55xY7KDMzK69CksEhETEsY/qvkp5paiFJx5P8PqE98OuIuLFB+ZeA+jtYrwMujIgm2zUzs+Ip5HcGmyXtUz+R/ghtc2MLSGoP3AKcAAwGzpQ0uEG1l4DPRMSBJAejbysgJjMzK4JC9gy+Q3J6af0vjvsCZzexzAhgSf2vlCVNBcYAC+orRMTsjPpPAr5HgplZmRWSDHoAB5AkgTHAocA7TSzTE1ieMV0HjGyk/jnAH7MVSDoPOA+gT58+eQVsZmb5KWSY6N8jYi3QFTgGmERyALkx2/4cL/ltwrYVpSNJksHEbOURcVtE1ERETXW1b6NgZlZMBR0zSP9+DpgUEQ8COzWxTB3QO2O6F7CiYSVJBwK/BsZEhO+RYGatyqpVqxg+fDjDhw9njz32oGfPnlumP/zwwyaXP+KII6itrS1DpLkVMkz0qqRbgaOBmyR1oulkMgcYKKkf8CpwBvCvmRUk9QHuB8ZFxOIC4jEzaxF69OjBvHnzALj66qvp0qUL3/nOdyobVIEKSQanAccDP4qINZL2BL7b2AIRsSm9mN3DJKeWTo6I+ZIuSMsnAVeSHI/4RXqRp00RUVN4V8zM4LF7F/PW8nVFbbOqdxdGn7ZvQcvMnTuXSy65hHXr1lFVVcWUKVPYc889c9a/6667+MY3vsHatWuZPHkyI0aMYN26dVx88cXU1tYiiauuuopTTz11e7uTVd7JICLeJ9mCr59+DXgtj+VmADMazJuU8fxc/MM1M2tDIoKLL76YBx98kOrqau655x6uuOIKJk+enHOZ9957j9mzZzNz5ky++tWv8vzzz3PdddfRrVs3nnvuOQDefvvtksVcyJ6BmVmLV+gWfCls2LCB559/nmOOOQaAzZs3N7pXAHDmmWcCcPjhh7N27VrWrFnDX/7yF6ZOnbqlzu67716ymJ0MzMyKLCIYMmQITzzxRN7LNLwXgqSc90gohULOJjIzszx06tSJlStXbkkGGzduZP78+Y0uc8899wAwa9YsunXrRrdu3Tj22GO5+eabt9Qp5TCRk4GZWZG1a9eOadOmMXHiRIYNG8bw4cOZPXt2o8vsvvvuHHrooVxwwQXcfvvtAHz/+9/n7bff5oADDmDYsGH87W9/K1nMasm3YculpqYmKn1Orpm1HAsXLmT//fevdBgtSrbXRNLcXGdres/AzMx8ANnMrFwuuugiHn/88a3mffOb3+Tss5u65mfpORmYWZtQzjNvmuuWW24py3qaM/zvYSIza/U6d+7MqlWrmvUl2NZEBKtWraJz584FLec9AzNr9Xr16kVdXR0rV66sdCgtQufOnenVq7BbwzgZmFmr17FjR/r161fpMFo1DxOZmZmTgZmZORmYmRlOBmZmhpOBmZnhZGBmZjgZmJkZTgZmZoaTgZmZ4WRgZmY4GZiZGU4GZmaGk4GZmeFkYGZmOBmYmRlOBmZmhpOBmZlRhmQg6XhJL0haIunSLOWDJD0haYOk75Q6HjMz21ZJb3spqT1wC3AMUAfMkTQ9IhZkVFsNfAM4pZSxmJlZbqXeMxgBLImIpRHxITAVGJNZISLejIg5wMYSx2JmZjmUOhn0BJZnTNel8wom6TxJtZJqV65cWZTgzMwsUepkoCzzojkNRcRtEVETETXV1dXbGZaZmWUqdTKoA3pnTPcCVpR4nWZmVqBSJ4M5wEBJ/STtBJwBTC/xOs3MrEAlPZsoIjZJmgA8DLQHJkfEfEkXpOWTJO0B1AJdgY8k/RswOCLWljI2MzP7WEmTAUBEzABmNJg3KeP56yTDR2ZmViH+BbKZmTkZmJmZk4GZmeFkYGZmOBmYmRlOBmZmhpOBmZnhZGBmZjgZmJkZTgZmZoaTgZmZ4WRgZmY4GZiZGU4GZmaGk4GZmeFkYGZmOBmYmRlOBmZmhpOBmZnhZGBmZjgZmJkZTgZmZgZ0qHQA5fTYvYt5a/m6SodhZtZsVb27MPq0fYvervcMzMxsx9ozKEU2NTNrC7xnYGZmTgZmZuZkYGZmlCEZSDpe0guSlki6NEu5JP0sLX9W0kGljsnMzLZW0gPIktoDtwDHAHXAHEnTI2JBRrUTgIHpYyTwy/Rv0b1+ww1sWLioFE2bmZVFp/0Hscfllxe93VKfTTQCWBIRSwEkTQXGAJnJYAxwR0QE8KSk3STtGRGvFTuY2sXT6fj6u8Vu1sysbDa2X8znaX3JoCewPGO6jm23+rPV6QlslQwknQecB9CnT59mBTP/xGoWvb+pWcuambUEgz5RzedL0G6pk4GyzItm1CEibgNuA6ipqdmmPB8TT3uoOYuZmbV5pT6AXAf0zpjuBaxoRh0zMyuhUieDOcBASf0k7QScAUxvUGc68JX0rKJRwDulOF5gZma5lXSYKCI2SZoAPAy0ByZHxHxJF6Tlk4AZwInAEuB94OxSxmRmZtsq+bWJImIGyRd+5rxJGc8DuKjUcZiZWW7+BbKZmTkZmJmZk4GZmeFkYGZmgJLjt62LpJXAy81YtAp4q8jhVIL70bK0lX5A2+mL+5Hd3hFRna2gVSaD5pJUGxE1lY5je7kfLUtb6Qe0nb64H4XzMJGZmTkZmJnZjpcMbqt0AEXifrQsbaUf0Hb64n4UaIc6ZmBmZtntaHsGZmaWhZOBmZm1vWQg6XhJL0haIunSLOWS9LO0/FlJB1Uiznzk0ZcvpX14VtJsScMqEWdTmupHRr1DJG2WNLac8eUrn35IOkLSPEnzJf293DHmI4/3VTdJD0l6Ju1Hi7ySsKTJkt6U9HyO8lbxWc+jH+X5nEdEm3mQXCb7f4H+wE7AM8DgBnVOBP5Icoe1UcBTlY57O/pyKLB7+vyEltiXfPqRUe+vJFe4HVvpuJv5/9iN5P7efdLpf6p03M3sx+XATenzamA1sFOlY8/Sl8OBg4Dnc5S3ls96U/0oy+e8re0ZjACWRMTSiPgQmAqMaVBnDHBHJJ4EdpO0Z7kDzUOTfYmI2RHxdjr5JMld4lqafP4nABcD9wFvljO4AuTTj38F7o+IVwAioiX2JZ9+BLCrJAFdSJJBi7t5eETMJIktl1bxWW+qH+X6nLe1ZNATWJ4xXZfOK7ROS1BonOeQbAW1NE32Q1JP4AvAJFqufP4f+wK7S3pU0lxJXylbdPnLpx83A/uT3H72OeCbEfFRecIrqtbyWS9EyT7nJb+5TZkpy7yG587mU6clyDtOSUeSvEk+XdKImieffvwUmBgRm5ON0RYpn350AA4GjgJ2Bp6Q9GRELC51cAXIpx/HAfOAzwL7AH+W9FhErC1xbMXWWj7reSn157ytJYM6oHfGdC+SrZtC67QEecUp6UDg18AJEbGqTLEVIp9+1ABT00RQBZwoaVNEPFCWCPOT73vrrYh4D3hP0kxgGNCSkkE+/TgbuDGSQeolkl4CBgH/KE+IRdNaPutNKsfnvK0NE80BBkrqJ2kn4AxgeoM604GvpGcajALeiYjXyh1oHprsi6Q+wP3AuBa29ZmpyX5ERL+I6BsRfYFpwNdbWCKA/N5bDwKjJXWQ9AlgJLCwzHE2JZ9+vEKyd4Okfwb2A5aWNcriaC2f9UaV63PepvYMImKTpAnAwyRnTUyOiPmSLkjLJ5GcrXIisAR4n2QrqMXJsy9XAj2AX6Rb1ZuihV2pMc9+tHj59CMiFkr6f8CzwEfAryMi6+mClZLn/+M6YIqk50iGWiZGRIu7HLSk3wFHAFWS6oCrgI7Quj7refSjLJ9zX47CzMza3DCRmZk1g5OBmZk5GZiZmZOBmZnhZGBmZjgZmJkZTgZmWUnqm+uSwnkuu17SvAKX2zm9/PWHkqqas26z5nIyMGsgvVrn9n42/jcihheyQESsT5dplZdMsNbNycCMLVvzCyX9Ania5Jo27SX9Kr3By58k7ZzWvUTS8+nj3/Js/78l3SxplqSXJX1a0h2SFku6vXQ9M8uPk4HZx/Yjuf79J4GXgYHALRExBFgDnCrpYJLLGowkuWHK1yR9Mo+2hwJLI+LTwG+B24GJwAHAFyV1KnZnzArRpq5NZLadXk5vglLvpYiYlz6fC/QluUbM79MrkyLpfmA08D+5GpXUmeQuaD9NZ60Hbq+/aJqk94EPi9UJs+bwnoHZx95rML0h4/lmko2n5txwYQjwdMYNYoYBTwFI6gWsCF8kzCrMycCsMDOBUyR9QtIuJHdoe6yJZYaS3Gu43oEkVzaFJDE8u80SZmXmYSKzAkTE05Km8PGNXn4dETmHiFJD6+unQ0Y7Z9zTNjMxmFWML2FtVmSS+gJ/iIgDmrn8MqCmJd5DwNouDxOZFd9moFtzf3RGcmOT1ngDemvFvGdgZmbeMzAzMycDMzPDycDMzHAyMDMznAzMzAwnAzMzw8nAzMxwMjAzM+D/A2mzhjtvPJvBAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot a standard set of graphs for the highest order case\n", "\n", "if __name__ == '__main__':\n", " last = -1\n", " title = 'fusion test case with PCE order = %i' % list(R.values())[last]['order']\n", " plot_Te(list(R.values())[last]['results'], title=title,)\n", " plot_ne(list(R.values())[last]['results'], title=title)\n", " plot_sobols_first(list(R.values())[last]['results'], title=title)\n", " plot_sobols_second(list(R.values())[last]['results'], title=title)\n", " plot_sobols_total(list(R.values())[last]['results'], title=title)\n", " plot_distribution(list(R.values())[last]['results'], list(R.values())[last]['results_df'], title=title)\n", " plot_sobols_first(list(R.values())[last]['results'], title=title, field='ne')\n", " plot_sobols_second(list(R.values())[last]['results'], title=title, field='ne')\n", " plot_sobols_total(list(R.values())[last]['results'], title=title, field='ne')\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:23:35.483622Z", "start_time": "2021-06-07T14:23:29.421829Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the surrogate based on the PCE points ()\n", "if __name__ == '__main__':\n", " _o = []\n", " _RMS = []\n", " for r in R.values():\n", " results_df = r['results_df']\n", " results = r['results']\n", " te_surrogate = np.squeeze(np.array(results.surrogate()(results_df[results.inputs])['te']))\n", " te_samples = np.array(results_df['te'])\n", " _RMS.append((np.sqrt((((te_surrogate - te_samples) / te_samples)**2).mean())))\n", " _o.append(r['order'])\n", "\n", " plt.figure()\n", " plt.semilogy(_o, _RMS, 'o-')\n", " plt.xlabel('PCE order')\n", " plt.ylabel('fractional RMS error for the PCE surrogate')\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_surrogate.png')\n", " plt.savefig('Convergence_surrogate.pdf')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:24:00.628346Z", "start_time": "2021-06-07T14:23:35.484487Z" }, "code_folding": [ 0 ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:23<00:00, 43.00it/s]\n" ] } ], "source": [ "# prepare the test data\n", "\n", "if __name__ == '__main__':\n", "\n", " test_campaign = uq.Campaign(name='fusion_pce.') \n", "\n", " # Add the app (automatically set as current app)\n", " test_campaign.add_app(name=\"fusion\", params=define_params(), \n", " actions=uq.actions.Actions(uq.actions.ExecutePython(run_fusion_model)))\n", "\n", " # Associate a sampler with the campaign\n", " test_campaign.set_sampler(uq.sampling.quasirandom.LHCSampler(vary=define_vary(), count=100))\n", "\n", " # Perform the actions\n", " test_campaign.execute(nsamples=1000).collate(progress_bar=True)\n", "\n", " # Collate the results\n", " test_df = test_campaign.get_collation_result()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:24:00.996804Z", "start_time": "2021-06-07T14:24:00.629173Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# calculate the PCE surrogates\n", "if __name__ == '__main__':\n", "\n", " test_points = test_df[test_campaign.get_active_sampler().vary.get_keys()]\n", " test_results = test_df['te'].values\n", " test_predictions = {}\n", " for i in list(R.keys()):\n", " test_predictions[i] = np.squeeze(np.array(R[i]['results'].surrogate()(test_points)['te']))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:24:01.471092Z", "start_time": "2021-06-07T14:24:00.997811Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the performance of the PCE surrogates\n", "if __name__ == '__main__':\n", "\n", " for i in list(R.keys()):\n", " plt.semilogy(R[i]['results'].describe('rho', 'mean'), \n", " np.sqrt(((test_predictions[i] - test_results)**2).mean(axis=0)) / test_results.mean(axis=0), \n", " label='PCE order %s with %s samples' % (R[i]['order'], R[i]['number_of_samples']))\n", " plt.xlabel('rho [m]') ; plt.ylabel('fractional RMS for predicted Te') ; plt.legend(loc=0)\n", " plt.title('Performance of the PCE surrogate')\n", " plt.savefig('PCE_surrogate.png')\n", " plt.savefig('PCE_surrogate.pdf')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2021-06-07T14:24:01.781917Z", "start_time": "2021-06-07T14:24:01.471934Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the surrogate based on 1000 random points\n", "if __name__ == '__main__':\n", " _o = []\n", " _RMS = []\n", " for r in R.values():\n", " _RMS.append((np.sqrt((((test_predictions[r['order']] - test_results) / test_results)**2).mean())))\n", " _o.append(r['order'])\n", "\n", " plt.figure()\n", " plt.semilogy(_o, _RMS, 'o-')\n", " plt.xlabel('PCE order')\n", " plt.ylabel('fractional RMS error for the PCE surrogate')\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_PCE_surrogate.png')\n", " plt.savefig('Convergence_PCE_surrogate.pdf')" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "executable": " /usr/bin/env python", "main_language": "python", "notebook_metadata_filter": "-all" }, "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": "3.9.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }