{ "cells": [ { "cell_type": "markdown", "id": "9b618b47", "metadata": {}, "source": [ "# Analyzing Model Grids / Monte Carlo Simulations" ] }, { "cell_type": "markdown", "id": "5d5b7c8b", "metadata": {}, "source": [ "Once you have a model grid in hand, there are a slew of built-in analysis \n", "routines that you might consider using. For the rest of this example,\n", "we'll assume you have completed the [Example 2-D Grid](example_grid), and have the associated set of files\n", "with prefix ``test_2d_grid``. \n", "\n", "To begin, initialize an instance of the analysis class, ``ModelSet``: " ] }, { "cell_type": "code", "execution_count": 1, "id": "a9ac1d8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "############################################################################\n", "## Analysis: Model Set ##\n", "############################################################################\n", "## ---------------------------------------------------------------------- ##\n", "## Basic Information ##\n", "## ---------------------------------------------------------------------- ##\n", "## path : ./ ##\n", "## prefix : test_2d_grid ##\n", "## N-d : 2 ##\n", "## ---------------------------------------------------------------------- ##\n", "## param #00: tanh_xz0 ##\n", "## param #01: tanh_xdz ##\n", "############################################################################\n", "\n" ] } ], "source": [ "import ares\n", "\n", "anl = ares.analysis.ModelSet('test_2d_grid')" ] }, { "cell_type": "markdown", "id": "12c08f1f", "metadata": {}, "source": [ "First, let's verify that we've surveyed the part of parameter space we \n", "intended to: " ] }, { "cell_type": "code", "execution_count": 2, "id": "28bdf997", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = anl.Scatter(anl.parameters)" ] }, { "cell_type": "markdown", "id": "789ad718", "metadata": {}, "source": [ "## Basic Inspection" ] }, { "cell_type": "markdown", "id": "1fe035f0", "metadata": {}, "source": [ "Now, the kind of analysis you can do will be limited by what quantities\n", "were saved for each model. Recall (from [Example 2-D Grid](example_grid)) that we have \n", "the following quantities at our disposal:\n", "\n", "* 21-cm brightness temperature, ``dTb``.\n", "* Kinetic temperature of the IGM, ``igm_Tk``.\n", "* HII region volume filling factor, ``cgm_h_2``.\n", "* CMB optical depth, ``tau_e``.\n", "* Position of 21-cm emission maximum, ``z_D`` and ``dTb_D``.\n", "\n", "Let's have a look at how the ionization history depends on our two parameters of\n", "interest in this example, ``tanh_xz0`` and ``tanh_xdz``,\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "35ac05fa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Loaded test_2d_grid.000.blob_1d.cgm_h_2.pkl\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = anl.Scatter(['tanh_xz0', 'tanh_xdz'], c='cgm_h_2', ivar=[None,None,10], fig=2, edgecolors='none')" ] }, { "cell_type": "markdown", "id": "e86557f6", "metadata": {}, "source": [ "**NOTE:** All ``ModelSet`` functions accept ``fig`` as an optional keyword \n", " argument, which you can set to any integer to open plots in a new window. \n", "\n", "The keyword argument ``ivar`` is short for \"independent variables\" -- it is ``None`` by default. However, because we have chosen to plot ``cgm_h_2``, which is a 1-D blob, we must specify the redshift of interest. Recall that we have access to integer redshifts in the interval $5 \\leq z \\leq 20$, or check for yourself:" ] }, { "cell_type": "code", "execution_count": 4, "id": "47a414bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(None, [array([ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20])])\n" ] } ], "source": [ "print(anl.blob_ivars)" ] }, { "cell_type": "markdown", "id": "03296c76", "metadata": {}, "source": [ "So our choice of $z=10$ should be OK. \n", "\n", "If you forget what fields are available for analysis, see:" ] }, { "cell_type": "code", "execution_count": 5, "id": "e35992b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(['z_D', 'dTb_D', 'tau_e'], ['cgm_h_2', 'igm_Tk', 'dTb']) (None, [array([ 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20])])\n" ] } ], "source": [ "print(anl.blob_names, anl.blob_ivars)" ] }, { "cell_type": "markdown", "id": "5b847254", "metadata": {}, "source": [ "**NOTE:** Calling quantities of interest `blobs` was inspired by the arbitrary meta-data blobs in [emcee](http://dan.iel.fm/emcee/current/). \n", " \n", "For more 21-cm-focused analyses, you may want to view how the extrema in the\n", "global 21-cm signal change as a function of the model parameters:" ] }, { "cell_type": "code", "execution_count": 6, "id": "31f716a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Loaded test_2d_grid.000.blob_0d.z_D.pkl\n", "# Loaded test_2d_grid.000.blob_0d.dTb_D.pkl\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scatterplot showing where emission peak occurs\n", "ax = anl.Scatter(['z_D', 'dTb_D'], fig=4)" ] }, { "cell_type": "markdown", "id": "2401ea2b", "metadata": {}, "source": [ "or, color-code points by CMB optical depth," ] }, { "cell_type": "code", "execution_count": 7, "id": "22b24df3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Loaded test_2d_grid.000.blob_0d.tau_e.pkl\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = anl.Scatter(['z_D', 'dTb_D'], c='tau_e', fig=5, edgecolors='none')" ] }, { "cell_type": "markdown", "id": "3e3520d1", "metadata": {}, "source": [ "You can also create your own derived quantities. A very simple example is to convert redshifts to observed frequencies," ] }, { "cell_type": "code", "execution_count": 8, "id": "edc18c3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "test_2d_grid.blob_0d.nu_D.pkl exists! Set clobber=True or remove by hand.\n" ] }, { "data": { "text/plain": [ "masked_array(data=[136.43962086618077, 136.4395602206665,\n", " 136.4213637970313, ..., 111.59846749404792,\n", " 111.8355833582385, 112.06807146360116],\n", " mask=[False, False, False, ..., False, False, False],\n", " fill_value=1e+20)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 1420.4057 is the rest frequency of the 21-cm line in MHz\n", "anl.DeriveBlob(expr='1420.4057 / (1. + x)', varmap={'x': 'z_D'}, name='nu_D')" ] }, { "cell_type": "markdown", "id": "67f4d943", "metadata": {}, "source": [ "This will create a new blob, called ``nu_D``, that can be used for subsequent analysis. For example," ] }, { "cell_type": "code", "execution_count": 9, "id": "4cf26a9a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scatterplot showing where emission peak occurs\n", "ax = anl.Scatter(['nu_D', 'dTb_D'], c='tau_e', fig=6, edgecolors='none')" ] }, { "cell_type": "markdown", "id": "353e5aec", "metadata": {}, "source": [ "## Problem Realizations" ] }, { "cell_type": "markdown", "id": "2f4a81d2", "metadata": {}, "source": [ "You may have noticed that in this model grid there are three realizations whose emission maxima seem to occur at $\\delta T_b \\approx 0$. In general, this is possible, but given the regularity of the grid points in parameter space it seems unlikely that any individual model would stray substantially from the locus of all other models.\n", "\n", "To inspect potentially problematic realizations, it is first useful to isolate them from the rest. You can select them visually by first invoking (**NOTE:** this won't work in a Jupyter notebook):" ] }, { "cell_type": "code", "execution_count": 10, "id": "5813370f", "metadata": {}, "outputs": [], "source": [ "anl.SelectModels()" ] }, { "cell_type": "markdown", "id": "3aa26fcd", "metadata": {}, "source": [ "and then clicking and dragging within the plot window to define a rectangle, starting from its upper left corner (click) and ending with its bottom right corner (release). The set of models bounded by this rectangle will be saved as a new ``ModelSet`` object that can be used just like the original one. Each successive \"slice\" will be saved as attributes ``slice_0``, ``slice_1``, etc. that you can assign to a new variable, as, e.g." ] }, { "cell_type": "code", "execution_count": 11, "id": "697e73e9", "metadata": {}, "outputs": [], "source": [ "#slc0 = anl.slice_0\n", "#slc0.Scatter(['nu_D', 'dTb_D'], c='tau_e', fig=7, edgecolors='none')" ] }, { "cell_type": "markdown", "id": "57cb29a6", "metadata": {}, "source": [ "Alternatively, you can specify a rectangle by hand. For example, " ] }, { "cell_type": "code", "execution_count": 12, "id": "1c1702de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "############################################################################\n", "## Analysis: Model Set ##\n", "############################################################################\n", "## ---------------------------------------------------------------------- ##\n", "## Basic Information ##\n", "## ---------------------------------------------------------------------- ##\n", "## path : ./ ##\n", "## prefix : test_2d_grid ##\n", "## N-d : 2 ##\n", "## ---------------------------------------------------------------------- ##\n", "## param #00: tanh_xz0 ##\n", "## param #01: tanh_xdz ##\n", "############################################################################\n", "\n", "Saved result to slice_0 attribute.\n" ] } ], "source": [ "slc = anl.Slice([100, 120, 0, 10], pars=['nu_D', 'dTb_D'])" ] }, { "cell_type": "markdown", "id": "e35fce0d", "metadata": {}, "source": [ "extracts all models with ``100 <= nu_D <= 120`` and ``0 <= dTb_D <= 10``. Check:" ] }, { "cell_type": "code", "execution_count": 13, "id": "6f090839", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Loaded test_2d_grid.000.blob_0d.dTb_D.pkl\n", "# Loaded test_2d_grid.000.blob_0d.tau_e.pkl\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "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": [ "slc.Scatter(['nu_D', 'dTb_D'], c='tau_e', fig=8, edgecolors='none')" ] }, { "cell_type": "markdown", "id": "f97a2264", "metadata": {}, "source": [ "If you wanted to examine models in more detail, you could re-run them. Collecting the parameter dictionaries required to do so is easy" ] }, { "cell_type": "code", "execution_count": 14, "id": "01f3436a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Any un-pickleable kwargs will not have been saved in test_2d_grid.binfo.pkl!\n" ] } ], "source": [ "kwargs_list = slc.AssembleParametersList(include_bkw=True)" ] }, { "cell_type": "markdown", "id": "6c5e2b99", "metadata": {}, "source": [ "This routine returns a list in which each element is a dictionary of parameters for a single model. The keyword argument ``include_bkw`` controls whether the \"base kwargs,\" i.e., those that are shared by all models in the grid, are included in each list element. If they are (as above), then any individual dictionary can be used to initialize a simulation. For example:\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "21259010", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = None\n", "for kwargs in kwargs_list[0:3]:\n", " sim = ares.simulations.Global21cm(**kwargs)\n", " sim.run()\n", " ax, zax = sim.GlobalSignature(color='b', alpha=0.5, ax=ax)" ] }, { "cell_type": "markdown", "id": "58bbf8d7", "metadata": {}, "source": [ "If you've got models that seem to have something wrong with them, sending me the dictionary (or a list of them as above) will help a lot. Just do something like:" ] }, { "cell_type": "code", "execution_count": 16, "id": "f6d8cf70", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "f = open('problematic_models.pkl', 'wb')\n", "pickle.dump(kwargs_list, f)\n", "f.close()" ] }, { "cell_type": "code", "execution_count": null, "id": "4ef4c2ba", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }