{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `DiscreteLogPrior` and Simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you look at/remember the Instrument Response Functions tutorial you will remember that our initial goal with `GammaBayes` was to calculate the following.\n", "\n", "$$ \\mathcal{Z}(\\vec{d}_k | \\mathcal{M}_i,\\vec{\\theta_i}, \\vec{\\phi}_i, \\mathbf{obs}) = \\int_{E^t} dE^t \\int_{\\Omega^t} d\\Omega^t \\; \\mathcal{L}(\\vec{d}_k | E^t_k, \\Omega^t_k, \\mathbf{obs}) \\pi(E^t_k, \\Omega^t_k|\\mathcal{M}_i,\\vec{\\theta_i}, \\vec{\\phi}_i, \\text{exposure}) $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have already gone through the likelihood in this and how `GammaBayes` handles it through the `IRF_LogLikelihood` class but we haven't talked about the prior, $\\pi(\\{E^t, \\Omega^t\\}_k|\\mathcal{M}_i, \\vec{\\theta}_i, \\vec{\\phi}_i, \\text{exposure})$, very much." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this form the prior is where our astrophysical source models come into our calculations. In this way they are handled by the `DiscreteLogPrior` class. Once writing up the majority of this pipeline I realised that there are actually a second set of priors put on the hyperparameters, these priors on the _hyper-parameters_ of the prior distributions are handled by the `Parameter`, `ParameterSet` and `ParameterSetCollection` classes (yes really Parameter-Set-Collection, I talk about the reasoning for this naming in the relevant tutorial). For now we do not need these so we will focus on the `DiscreteLogPrior` class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `DiscreteLogPrior`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As previously stated this class takes in an astrophysical flux model, a set of parameters (and if you're feeling fancy a default set of parameters) and packages it into a prior for use within `GammaBayes`. I'll begin with a couple custom instantiations of the class, a couple sub-classes for more specific purposes and some `GammaBayes` defaults that you can use in your own analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll begin with a similar function that was used in the `GammaObs` and `GammaObsCube` tutorial, a 2D gaussian in the angular dimensions and then a 1D gaussian in log-energy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import norm, multivariate_normal\n", "import numpy as np\n", "from astropy import units as u\n", "\n", "def log_astro_flux(energy, lon, lat, spectral_parameters:dict={}, spatial_parameters:dict={}):\n", "\n", "\n", " energy_unit = energy.unit\n", " lon_unit = lon.unit\n", " lat_unit = lat.unit\n", " energy, lon, lat = np.asarray(energy.value)*energy_unit, np.asarray(lon.value)*lon_unit, np.asarray(lat.value)*lat_unit\n", "\n", "\n", "\n", " spectral_defaults = {'mu':10.0, 'scale':3.}\n", " spatial_defaults = {'central_coord':np.array([0,0.])*u.deg, 'scale':1.0}\n", "\n", " for key, value in spectral_defaults.items():\n", " spectral_parameters.setdefault(key, value)\n", "\n", " for key, value in spatial_defaults.items():\n", " spatial_parameters.setdefault(key, value)\n", "\n", " coords = np.stack([lon.to('deg').value.flatten(), lat.to('deg').value.flatten()], axis=-1)\n", "\n", "\n", " log_spec_pdf_val = norm(loc=spectral_parameters['mu'], scale=spectral_parameters['scale']).logpdf(energy.to('TeV').value.flatten())\n", " log_spat_pdf_val = multivariate_normal(mean=[coord.value for coord in spatial_defaults['central_coord']], cov=spatial_defaults['scale']*np.identity(2)).logpdf(coords)\n", "\n", "\n", " output = log_spec_pdf_val+log_spat_pdf_val+np.log(1e4)\n", "\n", " try:\n", " output = output.reshape(energy.shape)\n", " return output \n", " except:\n", " return output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the difficulty from the above comes from three things:\n", "1. Enforced astropy units. I require that all flux models must be able to in take energy, longitude and latitude values with relevant astropy units, they don't have to be TeV but at least something.\n", "\n", "2. How defaults are handled with dictionaries. The reason that the defaults are split into two here is because many models can have independent energy and spatial distributions, and it is much more efficient to make the user specify what parameters go to which part then require that all parameter values be unique and sort through the keyword arguments within the code and apply them properly to the respective part plus a couple hundred other things that I could not see the merit in doing. If you disagree then feel free to send an email I'm always up for some good refactoring.\n", "\n", "3. Scipy distributions can have annoying inputs\n", "\n", "\n", "So the main things are that your function has three arguments for energy, longitude and latitude (preferably with the same naming but if you want to change it feel free, I just don't test for that) and it is required to have spectral_parameters and spatial_parameters. Future updates may then take any leftover keyword arguments and apply them to a combined dictionary, but for now if your prior is a single function that cannot be split into two I just recommend making your function take the relevant keywords from either dictionary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But that is the once that formatting is done, that is the hardest thing that you have to do to essentially run most of `GammaBayes` and most certainly this notebook. \n", "\n", "Let's chuck this into an instance of `DiscreteLogPrior`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from gammabayes.priors import DiscreteLogPrior\n", "from gammabayes import GammaBinning\n", "\n", "true_binning_geometry = GammaBinning(energy_axis=np.logspace(-1,2,181)*u.TeV, lon_axis=np.linspace(-4, 4, 81)*u.deg, lat_axis=np.linspace(-3, 3, 61)*u.deg)\n", "\n", "example_log_prior = DiscreteLogPrior(logfunction=log_astro_flux, binning_geometry=true_binning_geometry)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DiscreteLogPrior` honestly does not do much, it essentially serves as a way to enforce a standard wrapper on functions of your choice so that they can run in whatever `GammaBayes` function/method/class whatever. For now we will just go through the methods and attributes one-by-one and see what they do and how you can use them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `construct_prior_array` and `log_normalisation`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`construct_prior_array` is essentially a method to evaluate your prior on the whole binning geometry for one or multiple sets of parameters. \n", "\n", "e.g. If you call it without any arguments it will just output the outputs of your function on the binning geometry." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "log_matrix_values = example_log_prior.construct_prior_array()\n", "log_matrix_values.shape, example_log_prior.binning_geometry.lon_axis.value.shape, example_log_prior.binning_geometry.lat_axis.value.shape\n", "applied_normalisation=False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then taking a look at these values." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from gammabayes.utils.integration import iterate_logspace_integration\n", "\n", "\n", "fig, ax = plt.subplots(1,3, figsize=(18,4))\n", "\n", "log_integrated_energy_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.lon_axis.value, example_log_prior.binning_geometry.lat_axis.value],\n", " axisindices=[1,2])\n", "\n", "log_integrated_spatial_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.energy_axis.value],\n", " axisindices=[0])\n", "\n", "\n", "ax[0].plot(example_log_prior.binning_geometry.energy_axis.value, np.exp(log_integrated_energy_flux))\n", "ax[0].set_xscale('log')\n", "ax[0].set_xlabel('Energy [TeV]')\n", "ax[0].set_ylabel('Flux [1/TeV]')\n", "ax[0].grid(which='major', c='grey', ls='--', alpha=0.4)\n", "\n", "\n", "pcm = ax[1].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_integrated_spatial_flux.T),\n", " vmin=1,\n", " norm='log')\n", "ax[1].set_aspect('equal')\n", "ax[1].set_xlabel('Longitude [deg]')\n", "ax[1].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Flux [1/deg^2]', ax=ax[1])\n", "\n", "\n", "\n", "pcm = ax[2].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_matrix_values[np.abs(example_log_prior.binning_geometry.energy_axis.value-1).argmin(), :, :].T),\n", " vmin=1,\n", " norm='log')\n", "ax[2].set_aspect('equal')\n", "ax[2].set_xlabel('Longitude [deg]')\n", "ax[2].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Flux [1/TeV deg^2]', ax=ax[2])\n", "ax[2].legend(title=\"Slice at ~1 TeV\")\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then you can call `log_normalisation` to calculate the integral of your function over the bin geometry which if we apply to the above we get a probability density for the values of events the model would emit." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9969.766189735285" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if not applied_normalisation:\n", " log_normalisation = example_log_prior.log_normalisation()\n", " log_matrix_values = log_matrix_values - log_normalisation\n", " applied_normalisation = True\n", "\n", "np.exp(log_normalisation)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, ax = plt.subplots(1,3, figsize=(18,4))\n", "\n", "log_integrated_energy_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.lon_axis.value, example_log_prior.binning_geometry.lat_axis.value],\n", " axisindices=[1,2])\n", "\n", "log_integrated_spatial_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.energy_axis.value],\n", " axisindices=[0])\n", "\n", "\n", "ax[0].plot(example_log_prior.binning_geometry.energy_axis.value, np.exp(log_integrated_energy_flux))\n", "ax[0].set_xscale('log')\n", "ax[0].set_xlabel('Energy [TeV]')\n", "ax[0].set_ylabel('Probability Density [1/TeV]')\n", "ax[0].grid(which='major', c='grey', ls='--', alpha=0.4)\n", "\n", "\n", "pcm = ax[1].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_integrated_spatial_flux.T),\n", " vmin=1e-6,\n", " norm='log')\n", "ax[1].set_aspect('equal')\n", "ax[1].set_xlabel('Longitude [deg]')\n", "ax[1].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Probability Density [1/deg^2]', ax=ax[1])\n", "\n", "\n", "\n", "pcm = ax[2].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_matrix_values[np.abs(example_log_prior.binning_geometry.energy_axis.value-1).argmin(), :, :].T),\n", " vmin=1e-6,\n", " norm='log')\n", "ax[2].set_aspect('equal')\n", "ax[2].set_xlabel('Longitude [deg]')\n", "ax[2].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Probability Density [1/TeV deg^2]', ax=ax[2])\n", "ax[2].legend(title=\"Slice at ~1 TeV\")\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you skip applying it and just call the `construct_prior_array` with the `normalise` argument set to `True`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "log_matrix_values = example_log_prior.construct_prior_array(normalise=True)\n", "\n", "\n", "fig, ax = plt.subplots(1,3, figsize=(18,4))\n", "log_integrated_energy_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.lon_axis.value, example_log_prior.binning_geometry.lat_axis.value],\n", " axisindices=[1,2])\n", "\n", "log_integrated_spatial_flux = iterate_logspace_integration(logy=log_matrix_values, \n", " axes=[example_log_prior.binning_geometry.energy_axis.value],\n", " axisindices=[0])\n", "\n", "ax[0].plot(example_log_prior.binning_geometry.energy_axis.value, np.exp(log_integrated_energy_flux))\n", "ax[0].set_xscale('log')\n", "ax[0].set_xlabel('Energy [TeV]')\n", "ax[0].set_ylabel('Probability Density [1/TeV]')\n", "ax[0].grid(which='major', c='grey', ls='--', alpha=0.4)\n", "\n", "pcm = ax[1].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_integrated_spatial_flux.T),\n", " vmin=1e-6,\n", " norm='log')\n", "ax[1].set_aspect('equal')\n", "ax[1].set_xlabel('Longitude [deg]')\n", "ax[1].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Probability Density [1/deg^2]', ax=ax[1])\n", "\n", "\n", "\n", "pcm = ax[2].pcolormesh(example_log_prior.binning_geometry.lon_axis.value, \n", " example_log_prior.binning_geometry.lat_axis.value, \n", " np.exp(log_matrix_values[np.abs(example_log_prior.binning_geometry.energy_axis.value-1).argmin(), :, :].T),\n", " vmin=1e-6,\n", " norm='log')\n", "ax[2].set_aspect('equal')\n", "ax[2].set_xlabel('Longitude [deg]')\n", "ax[2].set_ylabel('Latitude [deg]')\n", "plt.colorbar(mappable=pcm, label='Probability Density [1/TeV deg^2]', ax=ax[2])\n", "ax[2].legend(title=\"Slice at ~1 TeV\")\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_log_prior.peek(figsize=(18,4), vmin=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `__call__`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also just call the class as you would with the function that you gave to the class." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.854912483694056, 2.3511686059796704)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "example_log_value = example_log_prior(1*u.TeV, 0*u.deg, 0*u.deg)\n", "\n", "example_log_value, np.exp(example_log_value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `log_scaling_factor`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And oftentimes you may want to change the scale of the unnormalised values for which there is a `log_scaling_factor` attribute." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "example_log_prior.log_scaling_factor" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "example_log_prior.rescale(np.log(2))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.5480596642540014, 4.702337211959341)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "example_log_value = example_log_prior(1*u.TeV, 0*u.deg, 0*u.deg)\n", "\n", "example_log_value, np.exp(example_log_value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `sample` and Simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generating true value samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then finally we get to how you can simulate based on given models. Just call the `sample` method with the number of events that you require or if left as None it will use the normalisation as an estimate." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "normalisation_sample_obs = example_log_prior.sample()\n", "specified_number_sample_obs = example_log_prior.sample(int(1e3))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, figsize=(8,5), dpi=120)\n", "\n", "ax[0].set_title(\"Normalisation\")\n", "newax = normalisation_sample_obs.peek(axs=ax[0])\n", "newax[0].set_title(\"Normalisation\")\n", "\n", "\n", "newax = specified_number_sample_obs.peek(axs=ax[1])\n", "newax[0].set_title(\"Specified Number\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the above are samples of the priors which are functions of the true event values $E^t$ and $\\Omega^t$ but a telescope does not measure this. To make these samples representative of measurement values we need to add noise to them reflecting the noise that the instrument introduces.\n", "\n", "This can be done with the use of the Instrument Response Functions. Remember that one (or the) definition of the IRFs are they are the probabilities of what the instrument will reconstruct given a set of true values... well we have the sets of true parameters. We can then sample the probability distribution of the IRFs to get data representative of measured values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding noise to true values with `IRF_LogLikelihood`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`IRF_LogLikelihood` has two methods for sampling both inherited from the base `DiscreteLogLikelihood` class. `raw_sample` deals with the raw samples on a per event level. So you can pass it a set of true values and how many events shared these values to get a set of measured values in a `GammaObs` instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need an `IRF_LogLikelihood` instance to do this with. Again, we'll say the pointing direction is the Galactic Centre with an observation time of 0.5 hours." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from gammabayes.likelihoods.irfs import IRF_LogLikelihood\n", "\n", "recon_binning_geometry = GammaBinning(energy_axis=np.logspace(-1,2,91)*u.TeV, lon_axis=np.linspace(-4, 4, 41)*u.deg, lat_axis=np.linspace(-3, 3, 31)*u.deg)\n", "\n", "irf_loglike = IRF_LogLikelihood(\n", " pointing_dir=np.array([0.,0.])*u.deg,\n", " observation_time=0.5*u.hr,\n", " binning_geometry=recon_binning_geometry, true_binning_geometry=true_binning_geometry)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then pick out a set of true values from above and how many events shared those values. We'll pick one with more than 1 event." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([, ,\n", " ], dtype=object),\n", " 2.0)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nonzero_specified_number_samples = specified_number_sample_obs.nonzero_bin_data\n", "\n", "indices_where_more_than_1 = np.where(nonzero_specified_number_samples[1]>1)[0]\n", "\n", "example_raw_coord = nonzero_specified_number_samples[0][indices_where_more_than_1[0]]\n", "example_raw_coord_num_events = nonzero_specified_number_samples[1][indices_where_more_than_1[0]]\n", "\n", "example_raw_coord, example_raw_coord_num_events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then generate some measured values by putting in `example_raw_coord` as our dependent values (remembering that the IRFs are probabilities over the measured values with a _dependency_ on the true values) and the number of events as the number of samples." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "raw_measured_event_samples = irf_loglike.raw_sample(dependentvalues=example_raw_coord, numsamples=int(example_raw_coord_num_events))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axs = raw_measured_event_samples.peek(figsize=(14,5), dpi=80)\n", "\n", "fig = axs[0].get_figure()\n", "\n", "fig.suptitle(f\"Number of events = {len(raw_measured_event_samples.energy)}\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One would then have to loop through all the true values and generate the subsequent measured values. However, the second method `sample` can take in a `GammaObs` instance and output a `GammaObs` instance with the measured values for all the events. \n", "\n", "This will take up to a minute as for every true value we need to generate the array of measured values and then sample that array. So let's say we have 500 unique events, then the sampling routine need to generate 500*(size of recon energy axis)*(size of recon longitude axis)*(size of recon latitude axis) values.\n", "\n", "It is trivially/embarassingly parallelizable though if you batch your data but I don't want to over-complicate things here." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 987/987 [01:26<00:00, 11.39it/s]\n" ] } ], "source": [ "measured_event_samples = irf_loglike.sample(specified_number_sample_obs, print_progress=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axs = measured_event_samples.peek(figsize=(14,5), dpi=80)\n", "\n", "fig = axs[0].get_figure()\n", "\n", "fig.suptitle(f\"Number of events = {len(measured_event_samples.energy)}\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have data representative of our astrophysical flux model when observed by CTAO! But there is something strange things about what we've just done... We did not take into account exposure! \n", "\n", "There was no point where we would say we got our data from 5 hours of observations or 0.5 hours?? The 0.5 hours we specified for the IRF was just to get some version of the energy dispersion and point spread function not the exposure. Additionally, what if we were pointing at some other location in the sky such that there was no way that we would actually get event data from this source?\n", "\n", "In `GammaBayes` we require that the priors used as above already take into account exposure, we do not necessarily ask you to do this yourself though, there are a few sub-classes that will help you out if you don't want to handle the exposure yourself." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `SourceFluxDiscreteLogPrior`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once instantiated there is not many real differences between `DiscreteLogPrior` and `SourceFluxDiscreteLogPrior`. \n", "\n", "Has the same inputs and outputs except that you must either specify a pointing direction, observation time and `IRF_LogLikelihood` instance (for the effective area) or pass in a `GammaLogExposure` instance to account for exposure and we specify the `log_flux_function` instead of `logfunction`. Let's pretend that our above flux model is exactly that, an astrophysical flux model where to get the rate of events detected by an instrument such as CTAO we must apply the exposure. \n", "\n", "Let's specify that the pointing direction is _actually_ the Galactic Centre with an observation time of 0.5 hours." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from gammabayes.priors import SourceFluxDiscreteLogPrior\n", "\n", "example_source_flux_prior = SourceFluxDiscreteLogPrior(log_flux_function=log_astro_flux, \n", " irf_loglike=irf_loglike,\n", " binning_geometry=true_binning_geometry, \n", " pointing_dir=np.array([0.,0.])*u.deg,\n", " observation_time=0.5*u.hr)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ,\n", " ],\n", " dtype=object))" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_source_flux_prior.peek(figsize=(12,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see there's not much of a difference between what we had before and now besides that the overall flux seems larger because our observation is relatively small. \n", "\n", "If we made is significantly larger than the effective area would default to zero at some angular offset and the number of events from outside that region would be zero.\n", "\n", "But now we can ask, what if our pointing direction was at (-3,0)? How would observations of our source be impacted?" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "example_source_flux_prior_bad_pointing = SourceFluxDiscreteLogPrior(log_flux_function=log_astro_flux, \n", " irf_loglike=irf_loglike,\n", " binning_geometry=true_binning_geometry, \n", " pointing_dir=np.array([-3.,0.])*u.deg,\n", " observation_time=5*u.hr)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ,\n", " ],\n", " dtype=object))" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_source_flux_prior_bad_pointing.peek(figsize=(12,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that approximately 4 degrees away from the pointing direction the flux of events drops to zero, reflecting where CTAO can accurately reconstruct data. We can confirm this by looking at the `log_exposure_map` attribute of the source flux prior." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_source_flux_prior_bad_pointing.log_exposure_map.peek(figsize=(12,6))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this we also expect the energy distribution to be slightly shifted to the right due to the effective area but that is harder to see by eye." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `TwoCompFluxPrior`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TwoCompFluxPrior` is again very similar to `SourceFluxDiscreteLogPrior` (due to it being a child class of it) but we can separately specify the energy and spatial distributions. This is handy for things like dark matter source fluxes where the spectral and spatial distributions are usually assumed to be relatively independent.\n", "\n", "Let's re-cast our original prior into an energy distribution and spatial distribution. \n", "\n", "\n", "We need to make them classes as at this level of specificity we can get some good optimisations by whether a mesh efficieny version of the class exists where if you want to evaluate on the binning geometry you can evaluate on the energy axis and the spatial axes separately vastly decreasing computation time.\n", "\n", "And implementing this with a class was the easiest option. If it has a functions `mesh_efficient_logfunc` for both the spectral and spatial distributions then it allows access to mesh efficient methods during sample and constructing the prior matrices." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "\n", "class example_spectral_class:\n", "\n", " def log_func(self, energy, kwd_parameters:dict={}):\n", "\n", "\n", " energy_unit = energy.unit\n", " energy = np.asarray(energy.value)*energy_unit\n", "\n", "\n", "\n", " defaults = {'mu':10.0, 'scale':3.}\n", "\n", " for key, value in defaults.items():\n", " kwd_parameters.setdefault(key, value)\n", "\n", "\n", " log_spec_pdf_val = norm(loc=kwd_parameters['mu'], scale=kwd_parameters['scale']).logpdf(energy.to('TeV').value.flatten())\n", "\n", "\n", " output = log_spec_pdf_val\n", "\n", " try:\n", " output = output.reshape(energy.shape)\n", " return output \n", " except:\n", " return output\n", " \n", " def mesh_efficient_logfunc(self, energy, kwd_parameters:dict={}):\n", " \n", " mesh_of_parameters = np.meshgrid(energy, *kwd_parameters.values(), indexing='ij')\n", "\n", " output = self.log_func(mesh_of_parameters[0].flatten(), \n", " kwd_parameters = {\n", " key:value.flatten() for key, value in zip(\n", " kwd_parameters.keys(), \n", " mesh_of_parameters[1:]\n", " )}).reshape(mesh_of_parameters[0].shape)\n", " \n", " return output\n", "\n", "\n", " \n", "\n", "\n", "class example_spatial_class:\n", " def log_func(self, lon, lat, kwd_parameters:dict={}):\n", "\n", "\n", " lon_unit = lon.unit\n", " lat_unit = lat.unit\n", " lon, lat = np.asarray(lon.value)*lon_unit, np.asarray(lat.value)*lat_unit\n", "\n", "\n", "\n", " defaults = {'central_coord':np.array([0,0.])*u.deg, 'scale':1.0}\n", "\n", "\n", " for key, value in defaults.items():\n", " kwd_parameters.setdefault(key, value)\n", "\n", " coords = np.stack([lon.to('deg').value.flatten(), lat.to('deg').value.flatten()], axis=-1)\n", "\n", "\n", " log_spat_pdf_val = multivariate_normal(mean=[coord.value for coord in kwd_parameters['central_coord']], cov=kwd_parameters['scale']*np.identity(2)).logpdf(coords)\n", "\n", "\n", " output = log_spat_pdf_val+np.log(1e4)\n", "\n", " try:\n", " output = output.reshape(lon.shape)\n", " return output \n", " except:\n", " return output\n", " \n", "\n", " def mesh_efficient_logfunc(self, lon, lat, kwd_parameters:dict={}):\n", " \n", " mesh_of_parameters = np.meshgrid(lon, lat, *kwd_parameters.values(), indexing='ij')\n", "\n", " output = self.log_func(mesh_of_parameters[0].flatten(), \n", " mesh_of_parameters[1].flatten(), \n", " kwd_parameters = {\n", " key:value.flatten() for key, value in zip(\n", " kwd_parameters.keys(), \n", " mesh_of_parameters[2:]\n", " )}).reshape(mesh_of_parameters[0].shape)\n", " \n", " return output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, that the hardest part about all this is just getting the format of the initial inputs correct and then it should just run. Hopefully with the help of the tutorials it isn't too much of an issue but if you need help feel free to raise a discussion on the GitHub repo.\n", "\n", "Now let's instantiate the class with a pointing direction of (-6,0) so we can very easily see the effect of the exposure once we get some samples out of it." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ,\n", " ],\n", " dtype=object))" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gammabayes.priors import TwoCompFluxPrior\n", "\n", "\n", "two_comp_prior = TwoCompFluxPrior(spectral_class=example_spectral_class,\n", " spatial_class=example_spatial_class,\n", " binning_geometry=true_binning_geometry,\n", " irf_loglike=irf_loglike,\n", " pointing_dir=np.array([-6.,0.])*u.deg,\n", " observation_time=0.5*u.hr)\n", "\n", "two_comp_prior.peek(figsize=(10,3))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "two_comp_obs = two_comp_prior.sample(1e6)\n", "\n", "two_comp_obs.peek(figsize=(10,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `ObsFluxDiscreteLogPrior`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final sub-class is relatively specific for priors that are observational but require a simple exposure to handle observation times. At the moment `GammaBayes` primarily uses this class for the CCR residual cosmic ray background for CTAO. It instantiates the same as `SourceFluxDiscreteLogPrior` except that we explicitly ask you not to put in an instance of `GammaLogExposure` and we presume that this kind of prior has a `pointing_dir` attribute in it's functions (again mostly because the CCR background does).\n", "\n", "Let's instantiate the residual CCR background that comes along with the IRFs. To be clear the CCR residual background is half-way between the IRFs and an actual source because it essentially measures an IACTs ability to exclude CCR events, but one could come along with a model for the flux of CCRs and account for this in a different way." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ,\n", " ],\n", " dtype=object))" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gammabayes.priors import ObsFluxDiscreteLogPrior\n", "\n", "\n", "\n", "obs_flux_prior = ObsFluxDiscreteLogPrior(logfunction=irf_loglike.log_bkg_CCR,\n", " binning_geometry=true_binning_geometry,\n", " pointing_dir=np.array([0.,0.])*u.deg,\n", " observation_time=0.5*u.hr)\n", "\n", "\n", "obs_flux_prior.peek(figsize=(10,3), norm='log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This class does technically have an log exposure attribute but it is just a matrix of the same dimension as the axes with the value of the observation time." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obs_flux_prior.log_exposure_map.peek(figsize=(11,4))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a firm grasp of how priors are handled in `GammaBayes` (hopefully, if not make a discussion in the GitHub repo or send me an email) we can move on to specific in-built `GammaBayes` classes starting with those for dark matter. \n", "\n", "We will leave discussion of `SimContainer` which implements multi-observation simulations for when we have looked at more in-built priors." ] } ], "metadata": { "kernelspec": { "display_name": "testofwest", "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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }