{ "cells": [ { "cell_type": "markdown", "id": "8309631d", "metadata": {}, "source": [ "# Fitting post processing\n", "\n", "In this notebook it is demonstrated how to work with the result file generated by the fitter\n", "\n", "Diagnostic plotting is shown, as well as the construction of deviation plots, and so on\n", "\n", "General notes:\n", " \n", "* To keep the approach flexible, each of the plotting routines assumes that an axis is already prepared for plotting. This allows you to make complex grids of axes and plot different things (different model results) in each axis.\n", "* For other plots that do not generalize as easily, example plots are shown demonstrating the workflow generally" ] }, { "cell_type": "code", "execution_count": 1, "id": "b02bfa8c", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:05.035989Z", "iopub.status.busy": "2024-12-19T00:50:05.035516Z", "iopub.status.idle": "2024-12-19T00:50:09.930394Z", "shell.execute_reply": "2024-12-19T00:50:09.929717Z" } }, "outputs": [ { "data": { "text/plain": [ "['index.rst',\n", " 'runc709530e-e431-11ed-b7b3-8e94f88bf11a.tar.xz',\n", " 'FittingPostProcessingPlotting.ipynb']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "from temo.analyze.plotting import ModelAssessmentPlotter, PairMinFilter, ResultsParser\n", "\n", "from temo.fit.cost_contributions import calc_errrho\n", "from temo.fit.data_loaders import _density_processing, only_the_fluids\n", "import CoolProp.CoolProp as CP\n", "\n", "# Files in this folder, make sure we have the desired fitting result file\n", "os.listdir()" ] }, { "cell_type": "code", "execution_count": 2, "id": "5ab05d32", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:09.932560Z", "iopub.status.busy": "2024-12-19T00:50:09.932220Z", "iopub.status.idle": "2024-12-19T00:50:09.977652Z", "shell.execute_reply": "2024-12-19T00:50:09.977124Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./c709cf8c-e431-11ed-b7b3-8e94f88bf11a.json\n" ] }, { "data": { "text/html": [ "
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modelcostpairNdepuidboundsmutant_kwargsxelapsed / s
0{'0': {'1': {'BIP': {'Fij': 1.0, 'betaT': 1.00...1.003476[R32, R1234YF]3c709cf8c-e431-11ed-b7b3-8e94f88bf11a[[0.75, 1.25], [0.75, 1.25], [0.75, 1.25], [0....{'Npoly': 3, 'Ngaussian': 0, 'd': [1, 1, 1], '...[1.0063665465492047, 0.9590637406962529, 0.998...342.416965
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" ], "text/plain": [ " model cost \\\n", "0 {'0': {'1': {'BIP': {'Fij': 1.0, 'betaT': 1.00... 1.003476 \n", "\n", " pair Ndep uid \\\n", "0 [R32, R1234YF] 3 c709cf8c-e431-11ed-b7b3-8e94f88bf11a \n", "\n", " bounds \\\n", "0 [[0.75, 1.25], [0.75, 1.25], [0.75, 1.25], [0.... \n", "\n", " mutant_kwargs \\\n", "0 {'Npoly': 3, 'Ngaussian': 0, 'd': [1, 1, 1], '... \n", "\n", " x elapsed / s \n", "0 [1.0063665465492047, 0.9590637406962529, 0.998... 342.416965 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "run_file = 'runc709530e-e431-11ed-b7b3-8e94f88bf11a.tar.xz'\n", "# Let's see what results we obtained\n", "rp = ResultsParser(run_file)\n", "# Show the pandas.DataFrame; bigger jobs can have MANY entries, several different pairs, etc.\n", "rp.dfresults" ] }, { "cell_type": "code", "execution_count": 3, "id": "cf435124", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:09.979549Z", "iopub.status.busy": "2024-12-19T00:50:09.979316Z", "iopub.status.idle": "2024-12-19T00:50:10.190440Z", "shell.execute_reply": "2024-12-19T00:50:10.189823Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./c709cf8c-e431-11ed-b7b3-8e94f88bf11a.json\n" ] } ], "source": [ "# And now we start plotting, first by filtering by pair to find the pair run \n", "# with the lowest value of the cost function, which we can assume is the\n", "# best optimization run\n", "mapp = ModelAssessmentPlotter(\n", " result_path=run_file,\n", " result_filter=PairMinFilter(['R32',\"R1234YF\"])\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "de619d3c", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:10.192444Z", "iopub.status.busy": "2024-12-19T00:50:10.192200Z", "iopub.status.idle": "2024-12-19T00:50:10.527359Z", "shell.execute_reply": "2024-12-19T00:50:10.526763Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First thing to make sure the run is converged,\n", "# at least approximately, so we plot the cost function \n", "# history\n", "fig, ax = plt.subplots()\n", "comps = [0.3, 0.7]\n", "mapp.plot_cost_history(ax=ax, stepfiles=mapp.stepfiles)" ] }, { "cell_type": "code", "execution_count": 5, "id": "2ac5abdd", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:10.529601Z", "iopub.status.busy": "2024-12-19T00:50:10.529113Z", "iopub.status.idle": "2024-12-19T00:50:10.696624Z", "shell.execute_reply": "2024-12-19T00:50:10.695952Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Next we plot the B12 for two compositions, to make sure\n", "# that they are close to the same\n", "fig, ax = plt.subplots()\n", "comps = [0.3, 0.7]\n", "mapp.plot_B12(ax=ax, z1_comps=comps, Trange=(240, 300), \n", " labels=[rf'$z_{{\\rm R32}}$: {z} mole frac.' for z in comps])\n", "# \n", "# And you could add experimental data points here...\n", "# \n", "plt.tight_layout(pad=0.2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "4d9943d6", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:10.698895Z", "iopub.status.busy": "2024-12-19T00:50:10.698643Z", "iopub.status.idle": "2024-12-19T00:50:11.294992Z", "shell.execute_reply": "2024-12-19T00:50:11.294384Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A pretty colored p-x diagram\n", "fig, ax = plt.subplots()\n", "comps = [0.3, 0.7]\n", "# First plot the points from the fitting data file\n", "# Note: you can pass keyword arguments to the \n", "# read_csv function here if needed\n", "df = mapp.results.get_fitdata_df(key='VLE', sep=',') \n", "sc = ax.scatter(x=df['x_1 / mole frac.'], y=df['p / kPa']/1e3, c=df['T / K'])\n", "# Then plot the corresponding isotherms with matching color scheme\n", "ipure = 0\n", "mapp.plot_binary_VLE_isotherms(\n", " ax=ax, Tvec=set(df['T / K']), cmap=sc, \n", " ipure=ipure, basemodel=mapp.basemodels[ipure]\n", ")\n", "# And the critical locus too for good measure\n", "mapp.plot_binary_critical_locus(\n", " ax=ax, ipure=ipure, kind='XP', \n", " options={'rel_err': 1e-10}, \n", " plot_kwargs={'color': 'k', 'lw': 2}\n", ")\n", "plt.tight_layout(pad=0.2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c8d84b7a", "metadata": { "execution": { "iopub.execute_input": "2024-12-19T00:50:11.297364Z", "iopub.status.busy": "2024-12-19T00:50:11.297117Z", "iopub.status.idle": "2024-12-19T00:50:11.503449Z", "shell.execute_reply": "2024-12-19T00:50:11.502846Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract the data file from the archive \n", "df = mapp.results.get_fitdata_df(key='PVT')\n", "df['phases'] = 'FL'\n", "df['property'] = 'VDM'\n", "df.dropna(inplace=True, subset={'T / K'})\n", "\n", "# Subset to the pair of interest\n", "df = only_the_fluids(df, identifier='FLD', identifiers=mapp.pair)\n", "\n", "# Add molar density\n", "molar_masses = [CP.PropsSI('molemass', F) for F in mapp.pair]\n", "df = _density_processing(df, molar_masses=molar_masses)\n", "\n", "# Calculate the deviations with the best model\n", "df['Deltarho / %'] = calc_errrho(df=df, model=mapp.model, iterate=False)\n", "# df.to_csv('data.csv', index=False)\n", "\n", "fig, (axT, axD) = plt.subplots(1, 2)\n", "axT.plot(df['T / K'], df['Deltarho / %'], 'o')\n", "axD.plot(df['rho / mol/m^3'], df['Deltarho / %'], 'o')\n", "axT.set_xlabel('T / K')\n", "axT.set_ylabel(r'$\\Delta\\rho/\\rho\\times 100$')\n", "axD.set_xlabel(r'$\\rho$ / mol/m$^3$')\n", "plt.show()" ] } ], "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }