From a5c9d054298a8e5484a9c7e37286f5dc0fa0e906 Mon Sep 17 00:00:00 2001
From: KasukabeDefenceForce <abhinavohri13@gmail.com>
Date: Tue, 4 Feb 2025 19:37:36 +0530
Subject: [PATCH] Add spectrum viz notebook

---
 .../spectrum-visualization-notebook.ipynb     | 21255 ++++++++++++++++
 .../visualization/index.rst                   |     3 +-
 2 files changed, 21256 insertions(+), 2 deletions(-)
 create mode 100644 docs/analysing_tardis_outputs/spectrum/spectrum-visualization-notebook.ipynb

diff --git a/docs/analysing_tardis_outputs/spectrum/spectrum-visualization-notebook.ipynb b/docs/analysing_tardis_outputs/spectrum/spectrum-visualization-notebook.ipynb
new file mode 100644
index 00000000000..4763391841f
--- /dev/null
+++ b/docs/analysing_tardis_outputs/spectrum/spectrum-visualization-notebook.ipynb
@@ -0,0 +1,21255 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analysing Spectrum"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Every simulation run requires [atomic data](io/configuration/components/atomic/atomic_data.rst) and a [configuration file](io/configuration/index.rst). \n",
+    "\n",
+    "## Atomic Data\n",
+    "\n",
+    "We recommend using the [kurucz_cd23_chianti_H_He.h5](https://github.com/tardis-sn/tardis-regression-data/raw/main/atom_data/kurucz_cd23_chianti_H_He.h5) dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5bf04ab81981481f9a46610a74231370",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Iterations:          0/? [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "07c1605ea88a4dfe8f3fdadd4952b32d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Packets:             0/? [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Atomic Data kurucz_cd23_chianti_H_He already exists in /home/abhinav/Downloads/tardis-data/kurucz_cd23_chianti_H_He.h5. Will not download - override with force_download=True.\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tardis.io.atom_data import download_atom_data\n",
+    "\n",
+    "# We download the atomic data needed to run the simulation\n",
+    "download_atom_data(\"kurucz_cd23_chianti_H_He\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can also obtain a copy of the atomic data from the [tardis-regression-data](https://github.com/tardis-sn/tardis-regression-data/tree/main/atom_data) repository.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example Configuration File\n",
+    "\n",
+    "The configuration file [tardis_example.yml](https://github.com/tardis-sn/tardis/tree/master/docs/tardis_example.yml) is used throughout this Quickstart.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!wget -q -nc https://raw.githubusercontent.com/tardis-sn/tardis/master/docs/tardis_example.yml"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "# Example YAML configuration for TARDIS\n",
+      "tardis_config_version: v1.0\n",
+      "\n",
+      "supernova:\n",
+      "  luminosity_requested: 9.44 log_lsun\n",
+      "  time_explosion: 13 day\n",
+      "\n",
+      "atom_data: kurucz_cd23_chianti_H_He.h5\n",
+      "\n",
+      "model:\n",
+      "  structure:\n",
+      "    type: specific\n",
+      "    velocity:\n",
+      "      start: 1.1e4 km/s\n",
+      "      stop: 20000 km/s\n",
+      "      num: 20\n",
+      "    density:\n",
+      "      type: branch85_w7\n",
+      "\n",
+      "  abundances:\n",
+      "    type: uniform\n",
+      "    O: 0.19\n",
+      "    Mg: 0.03\n",
+      "    Si: 0.52\n",
+      "    S: 0.19\n",
+      "    Ar: 0.04\n",
+      "    Ca: 0.03\n",
+      "\n",
+      "plasma:\n",
+      "  disable_electron_scattering: no\n",
+      "  ionization: lte\n",
+      "  excitation: lte\n",
+      "  radiative_rates_type: dilute-blackbody\n",
+      "  line_interaction_type: macroatom\n",
+      "\n",
+      "montecarlo:\n",
+      "  seed: 23111963\n",
+      "  no_of_packets: 4.0e+4\n",
+      "  iterations: 20\n",
+      "  nthreads: 1\n",
+      "\n",
+      "  last_no_of_packets: 1.e+5\n",
+      "  no_of_virtual_packets: 10\n",
+      "\n",
+      "  convergence_strategy:\n",
+      "    type: damped\n",
+      "    damping_constant: 1.0\n",
+      "    threshold: 0.05\n",
+      "    fraction: 0.8\n",
+      "    hold_iterations: 3\n",
+      "    t_inner:\n",
+      "      damping_constant: 0.5\n",
+      "\n",
+      "spectrum:\n",
+      "  start: 500 angstrom\n",
+      "  stop: 20000 angstrom\n",
+      "  num: 10000\n"
+     ]
+    }
+   ],
+   "source": [
+    "!cat tardis_example.yml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Running the Simulation\n",
+    "\n",
+    "To run the simulation, import the `run_tardis` function and create the `sim` object."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\">\n",
+    "\n",
+    "**Note:**\n",
+    "\n",
+    "Get more information about the [progress bars](io/output/progress_bars.rst), [logging configuration](io/optional/tutorial_logging_configuration.ipynb), and [convergence plots](io/visualization/tutorial_convergence_plot.ipynb).\n",
+    "\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from tardis import run_tardis\n",
+    "\n",
+    "sim = run_tardis(\n",
+    "    \"tardis_example.yml\",\n",
+    "    virtual_packet_logging=True,\n",
+    "    show_convergence_plots=True,\n",
+    "    export_convergence_plots=True,\n",
+    "    log_level=\"INFO\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## HDF\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import astropy.units as u\n",
+    "# import pandas as pd\n",
+    "\n",
+    "# hdf_fpath = \"add_file_path_here\"\n",
+    "# with pd.HDFStore(hdf_fpath, \"r\") as hdf:\n",
+    "#     sim = u.Quantity(hdf[\"/simulation\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotting the Spectrum\n",
+    "\n",
+    "Finally, plot the generated spectrum with `matplotlib`.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\u001b[1mpy.warnings         \u001b[0m][\u001b[1;33mWARNING\u001b[0m]  \n",
+      "\t/home/abhinav/workspace/code/tardis-main/tardis-code/tardis/tardis/spectrum/formal_integral.py:398: UserWarning:\n",
+      "\n",
+      "The number of interpolate_shells was not specified. The value was set to 80.\n",
+      "\n",
+      " (\u001b[1mwarnings.py\u001b[0m:112)\n"
+     ]
+    }
+   ],
+   "source": [
+    "spectrum = sim.spectrum_solver.spectrum_real_packets\n",
+    "spectrum_virtual = sim.spectrum_solver.spectrum_virtual_packets\n",
+    "spectrum_integrated = sim.spectrum_solver.spectrum_integrated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1000x650 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6.5))\n",
+    "\n",
+    "spectrum.plot(label=\"Normal packets\")\n",
+    "spectrum_virtual.plot(label=\"Virtual packets\")\n",
+    "spectrum_integrated.plot(label='Formal integral')\n",
+    "\n",
+    "plt.xlim(500, 9000)\n",
+    "plt.title(\"TARDIS example model spectrum\")\n",
+    "plt.xlabel(\"Wavelength [$A$]\")\n",
+    "plt.ylabel(\"Luminosity density [erg/s/$A$]\")\n",
+    "plt.legend()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotly\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.graph_objects as go"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "mode": "lines",
+         "name": "Spectrum",
+         "type": "scatter",
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Simulation Spectrum\"},\"xaxis\":{\"title\":{\"text\":\"Wavelength (\\u00c5)\"}},\"yaxis\":{\"title\":{\"text\":\"Luminosity Density (erg\\u002fs\\u002f\\u00c5)\"}},\"showlegend\":true},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('6b4d73be-2983-4c7d-b955-3132f724873c');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure()\n",
+    "\n",
+    "fig.add_trace(\n",
+    "    go.Scatter(\n",
+    "        x=sim.spectrum_solver.spectrum_virtual_packets.wavelength,\n",
+    "        y=sim.spectrum_solver.spectrum_virtual_packets.luminosity_density_lambda,\n",
+    "        mode=\"lines\",\n",
+    "        name=\"Spectrum\",\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    title=\"TARDIS Simulation Spectrum\",\n",
+    "    xaxis_title=\"Wavelength (Å)\",\n",
+    "    yaxis_title=\"Luminosity Density (erg/s/Å)\",\n",
+    "    showlegend=True,\n",
+    "    template=\"plotly_white\",\n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "tardis",
+   "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": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/analysing_tardis_outputs/visualization/index.rst b/docs/analysing_tardis_outputs/visualization/index.rst
index 208298d3131..9f19e579c96 100644
--- a/docs/analysing_tardis_outputs/visualization/index.rst
+++ b/docs/analysing_tardis_outputs/visualization/index.rst
@@ -13,7 +13,6 @@ diagnostic visualizations.
     :maxdepth: 2
 
     analyzing_spectrum/index
-    spectrum-visualization-notebook
     how_to_sdec_plot
     how_to_liv_plot
     tutorial_convergence_plot
@@ -22,7 +21,7 @@ diagnostic visualizations.
 Analyzing TARDIS Spectra
 ========================
 .. toctree::
-    :maxdepth: 2
+    :maxdepth: 1
     
     spectrum-visualization-notebook