{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EasyVVUQ fusion tutorial\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": "2021-06-08T06:48:37.132227Z", "start_time": "2021-06-08T06:48:37.129524Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:00.457115Z", "iopub.status.busy": "2025-07-21T09:23:00.456502Z", "iopub.status.idle": "2025-07-21T09:23:00.471569Z", "shell.execute_reply": "2025-07-21T09:23:00.468945Z", "shell.execute_reply.started": "2025-07-21T09:23:00.457095Z" } }, "outputs": [], "source": [ "#!pip install EasyVVUQ\n", "#!pip install future\n", "#!pip install fipy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.336616Z", "start_time": "2021-06-08T06:48:37.134726Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:00.476453Z", "iopub.status.busy": "2025-07-21T09:23:00.476309Z", "iopub.status.idle": "2025-07-21T09:23:37.695605Z", "shell.execute_reply": "2025-07-21T09:23:37.694354Z", "shell.execute_reply.started": "2025-07-21T09:23:00.476408Z" } }, "outputs": [], "source": [ "# import packages that we will use\n", "%matplotlib inline\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 matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.341405Z", "start_time": "2021-06-08T06:48:41.337918Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.711309Z", "iopub.status.busy": "2025-07-21T09:23:37.711211Z", "iopub.status.idle": "2025-07-21T09:23:37.718304Z", "shell.execute_reply": "2025-07-21T09:23:37.717001Z", "shell.execute_reply.started": "2025-07-21T09:23:37.711300Z" } }, "outputs": [], "source": [ "# Define parameter space\n", "\n", "params = {\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": 4, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.344773Z", "start_time": "2021-06-08T06:48:41.342567Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.725139Z", "iopub.status.busy": "2025-07-21T09:23:37.724511Z", "iopub.status.idle": "2025-07-21T09:23:37.729728Z", "shell.execute_reply": "2025-07-21T09:23:37.729160Z", "shell.execute_reply.started": "2025-07-21T09:23:37.725123Z" } }, "outputs": [], "source": [ "# Create an encoder, decoder and collater for PCE test app\n", "\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", "\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", "\n", "#collater = uq.collate.AggregateSamples(average=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.348731Z", "start_time": "2021-06-08T06:48:41.345477Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.731850Z", "iopub.status.busy": "2025-07-21T09:23:37.731750Z", "iopub.status.idle": "2025-07-21T09:23:37.736638Z", "shell.execute_reply": "2025-07-21T09:23:37.736174Z", "shell.execute_reply.started": "2025-07-21T09:23:37.731841Z" } }, "outputs": [ { "data": { "text/plain": [ "' other possible quantities to vary\\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\\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'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the sampler (here simplified to two uncertain quantities)\n", "\n", "vary = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0)\n", "}\n", "\n", "\"\"\" other possible quantities to vary\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", "\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", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.387431Z", "start_time": "2021-06-08T06:48:41.349908Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.738777Z", "iopub.status.busy": "2025-07-21T09:23:37.738688Z", "iopub.status.idle": "2025-07-21T09:23:37.811842Z", "shell.execute_reply": "2025-07-21T09:23:37.811347Z", "shell.execute_reply.started": "2025-07-21T09:23:37.738769Z" } }, "outputs": [], "source": [ "# Set up a fresh campaign called \"fusion_pce.\"\n", "\n", "my_campaign = uq.Campaign(name='fusion_pce.')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.410289Z", "start_time": "2021-06-08T06:48:41.388413Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.812558Z", "iopub.status.busy": "2025-07-21T09:23:37.812391Z", "iopub.status.idle": "2025-07-21T09:23:37.823608Z", "shell.execute_reply": "2025-07-21T09:23:37.823187Z", "shell.execute_reply.started": "2025-07-21T09:23:37.812542Z" } }, "outputs": [], "source": [ "# Add the app (automatically set as current app)\n", "\n", "my_campaign.add_app(name=\"fusion\", params=params, actions=actions)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.489966Z", "start_time": "2021-06-08T06:48:41.413881Z" }, "code_folding": [], "execution": { "iopub.execute_input": "2025-07-21T09:23:37.824181Z", "iopub.status.busy": "2025-07-21T09:23:37.824086Z", "iopub.status.idle": "2025-07-21T09:23:37.914373Z", "shell.execute_reply": "2025-07-21T09:23:37.912656Z", "shell.execute_reply.started": "2025-07-21T09:23:37.824173Z" } }, "outputs": [], "source": [ "# Associate a sampler with the campaign\n", "\n", "my_campaign.set_sampler(uq.sampling.PCESampler(vary=vary, polynomial_order=3))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:43.263633Z", "start_time": "2021-06-08T06:48:41.491271Z" }, "execution": { "iopub.execute_input": "2025-07-21T09:23:37.915823Z", "iopub.status.busy": "2025-07-21T09:23:37.915443Z", "iopub.status.idle": "2025-07-21T09:23:47.781789Z", "shell.execute_reply": "2025-07-21T09:23:47.781165Z", "shell.execute_reply.started": "2025-07-21T09:23:37.915812Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████| 16/16 [00:09<00:00, 1.63it/s]\n" ] } ], "source": [ "my_campaign.execute().collate(progress_bar=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:43.283743Z", "start_time": "2021-06-08T06:48:43.264566Z" }, "execution": { "iopub.execute_input": "2025-07-21T09:23:47.783108Z", "iopub.status.busy": "2025-07-21T09:23:47.782835Z", "iopub.status.idle": "2025-07-21T09:23:47.799888Z", "shell.execute_reply": "2025-07-21T09:23:47.799559Z", "shell.execute_reply.started": "2025-07-21T09:23:47.783094Z" } }, "outputs": [], "source": [ "results_df = my_campaign.get_collation_result()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.111721Z", "start_time": "2021-06-08T06:48:43.284665Z" }, "execution": { "iopub.execute_input": "2025-07-21T09:23:47.800467Z", "iopub.status.busy": "2025-07-21T09:23:47.800360Z", "iopub.status.idle": "2025-07-21T09:23:50.890376Z", "shell.execute_reply": "2025-07-21T09:23:50.867494Z", "shell.execute_reply.started": "2025-07-21T09:23:47.800458Z" } }, "outputs": [], "source": [ "results = my_campaign.analyse(qoi_cols=[\"te\", \"ne\", \"rho\", \"rho_norm\"])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.158967Z", "start_time": "2021-06-08T06:48:44.121881Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:50.944616Z", "iopub.status.busy": "2025-07-21T09:23:50.935285Z", "iopub.status.idle": "2025-07-21T09:23:51.008552Z", "shell.execute_reply": "2025-07-21T09:23:51.007193Z", "shell.execute_reply.started": "2025-07-21T09:23:50.944594Z" } }, "outputs": [], "source": [ "# Get Descriptive Statistics\n", "\n", "rho = results.describe('rho', 'mean')\n", "rho_norm = results.describe('rho_norm', 'mean')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.463046Z", "start_time": "2021-06-08T06:48:44.164338Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:51.011419Z", "iopub.status.busy": "2025-07-21T09:23:51.011096Z", "iopub.status.idle": "2025-07-21T09:23:51.464416Z", "shell.execute_reply": "2025-07-21T09:23:51.464008Z", "shell.execute_reply.started": "2025-07-21T09:23:51.011402Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the calculated Te: mean, with std deviation, 10 and 90% and range\n", "plt.figure() \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', 'min'), results.describe('te', 'max'), color='b', alpha=0.05)\n", "plt.legend(loc=0)\n", "plt.xlabel('rho [m]')\n", "plt.ylabel('Te [eV]')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.531243Z", "start_time": "2021-06-08T06:48:44.463921Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:51.465069Z", "iopub.status.busy": "2025-07-21T09:23:51.464962Z", "iopub.status.idle": "2025-07-21T09:23:51.561819Z", "shell.execute_reply": "2025-07-21T09:23:51.561383Z", "shell.execute_reply.started": "2025-07-21T09:23:51.465060Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the first Sobol results\n", "\n", "plt.figure() \n", "for k in results.sobols_first()['te'].keys(): plt.plot(rho, results.sobols_first()['te'][k], label=k)\n", "plt.legend(loc=0)\n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_first')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.605553Z", "start_time": "2021-06-08T06:48:44.532100Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:51.562442Z", "iopub.status.busy": "2025-07-21T09:23:51.562357Z", "iopub.status.idle": "2025-07-21T09:23:51.671175Z", "shell.execute_reply": "2025-07-21T09:23:51.670531Z", "shell.execute_reply.started": "2025-07-21T09:23:51.562434Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the second Sobol results\n", "\n", "plt.figure() \n", "for k1 in results.sobols_second()['te'].keys(): \n", " for k2 in results.sobols_second()['te'][k1].keys():\n", " plt.plot(rho, results.sobols_second()['te'][k1][k2], label=k1+'/'+k2)\n", "plt.legend(loc=0) \n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_second')\n", "plt.title(my_campaign.campaign_dir+'\\n');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.674493Z", "start_time": "2021-06-08T06:48:44.606403Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:51.674309Z", "iopub.status.busy": "2025-07-21T09:23:51.673109Z", "iopub.status.idle": "2025-07-21T09:23:51.759967Z", "shell.execute_reply": "2025-07-21T09:23:51.759096Z", "shell.execute_reply.started": "2025-07-21T09:23:51.674294Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the total Sobol results\n", "\n", "plt.figure() \n", "for k in results.sobols_total()['te'].keys(): plt.plot(rho, results.sobols_total()['te'][k], label=k)\n", "plt.legend(loc=0) \n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_total')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:53.807146Z", "start_time": "2021-06-08T06:48:44.675317Z" }, "code_folding": [ 0 ], "execution": { "iopub.execute_input": "2025-07-21T09:23:51.769047Z", "iopub.status.busy": "2025-07-21T09:23:51.768881Z", "iopub.status.idle": "2025-07-21T09:23:58.396392Z", "shell.execute_reply": "2025-07-21T09:23:58.393665Z", "shell.execute_reply.started": "2025-07-21T09:23:51.769036Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the distributions\n", "plt.figure(figsize=(12,6))\n", "for i, D in enumerate(results.raw_data['output_distributions']['te'].samples):\n", " pdf_kde_samples = cp.GaussianKDE(D)\n", " _Te = np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper[0], 101)\n", " plt.loglog(_Te, pdf_kde_samples.pdf(_Te), 'b-', alpha=0.25)\n", " plt.loglog(results.describe('te', 'mean')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]), 'bo')\n", " plt.loglog(results.describe('te', 'mean')[i]-results.describe('te', 'std')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]-results.describe('te', 'std')[i]), 'b*')\n", " plt.loglog(results.describe('te', 'mean')[i]+results.describe('te', 'std')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]+results.describe('te', 'std')[i]), 'b*')\n", " plt.loglog(results.describe('te', '10%')[i], pdf_kde_samples.pdf(results.describe('te', '10%')[i]), 'b+')\n", " plt.loglog(results.describe('te', '90%')[i], pdf_kde_samples.pdf(results.describe('te', '90%')[i]), 'b+')\n", " plt.loglog(results.describe('te', '1%')[i], pdf_kde_samples.pdf(results.describe('te', '1%')[i]), 'bs')\n", " plt.loglog(results.describe('te', '99%')[i], pdf_kde_samples.pdf(results.describe('te', '99%')[i]), 'bs')\n", "plt.xlabel('Te')\n", "plt.ylabel('distribution function')\n", "plt.title(my_campaign.campaign_dir)\n", "plt.ylim(1e-4,1e-1)\n", "plt.savefig('distribution_functions.png');" ] } ], "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": "3.12.11" }, "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 }