From 35593d670a1b99ebe0c0b0de542b4ef2fd874ba7 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Thu, 4 Feb 2021 09:29:19 +0100 Subject: [PATCH 01/13] Update README.md --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index f4f60392..78bd5d0f 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,7 @@ [![Documentation Status](https://readthedocs.org/projects/imagine-code/badge/?version=latest)](https://imagine-code.readthedocs.io/en/latest/?badge=latest) [![Build Status](https://travis-ci.com/IMAGINE-Consortium/imagine.svg?branch=master)](https://travis-ci.com/IMAGINE-Consortium/imagine) [![Docker](https://github.com/IMAGINE-Consortium/imagine/workflows/Docker/badge.svg)](https://github.com/IMAGINE-Consortium/imagine/actions?query=workflow%3ADocker) +[![Release Version](https://img.shields.io/github/release/IMAGINE-Consortium/imagine.svg)](https://github.com/IMAGINE-Consortium/imagine/releases) # IMAGINE @@ -10,7 +11,7 @@ analysing the Galactic components with observables. It is a modular framework for doing inference on generic (non)parametric models of the Galaxy. The analysing pipeline works with MPI support and MultiNest sampler. -The Galactic magnetic field (GMF) has a huge impact on the evolution of the Milky Way, +The Galactic magnetic field (GMF) has significant impact on the evolution of the Milky Way, yet currently there exists no standard model for it as its structure is not fully understood. In the past many parametric GMF models of varying complexity have been developed that all have been fitted to an individual set of observational data complicating comparability. From 1a3ba55e4a239a644dd1ad410aba6a721ff3fa90 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Tue, 9 Feb 2021 15:53:38 +0100 Subject: [PATCH 02/13] Exemplifies how to mask away NaNs Addresses (invalid) issue #82 --- tutorials/tutorial_masks.ipynb | 83 ++++++++++++++++++++++++++++++---- 1 file changed, 73 insertions(+), 10 deletions(-) diff --git a/tutorials/tutorial_masks.ipynb b/tutorials/tutorial_masks.ipynb index 0ae0f764..2ed4b8c9 100644 --- a/tutorials/tutorial_masks.ipynb +++ b/tutorials/tutorial_masks.ipynb @@ -44,13 +44,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:209: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", + "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " **kwds\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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AKEBkAQAUILIAAAoQWQAABYgsAIACRBYAQAEiCwCgAJEFAFCAyAIAKEBkAQAUILIAAAoQWQAABYgsAIACRBYAQAEiCwCgAJEFAFCAyAIAKEBkAQAUILIAAAoQWQAABYgsAIACRBYAQAEiCwCgAJEFAFCAyAIAKEBkAQAUcHRkveNNj5XcDgCAZhzTRUayAAAKEFkAAAXcKrJMGQIAvTu2h4xkAQAUILIAAAq4dWSZMgQAenWbDjKSBQBQgMgCAChAZAEAFHBSZHldFgDQm9v2j5EsAIACRBYAQAEnR5YpQwCgF6d0j5EsAIAC7hRZRrMAgKU7tXeMZAEAFCCyAAAKuHNkmTIEAJbqLp0zykiW0AIAluaufWO6EACggNEiy2gWALAUY3SNkSwAgAJEFgBAAaNG1jve9Fg8ePqJret2L+9zym3Gus8x64HSpnoOlFqv5xZjaH0fr329NW3LXI/x2PWO9RKo0UeyXvPce65cN3wAD55+4srlY29z1/Xuuw/MbcrnwCnrPXS7Uw54cMic+/gY548xt6XUesc6R7b8GI9Z776OOVWR6cLdB7G57pTbzLVeqEENPxHuHqjGui1sLG0EZQnnwJtuU9O2lFzvXaWc8zG3O+pGG0/du3/a1lTg4eNPzr0JdKSXCPG8Yp9e9n/acsJIVjq0oMhI1phDbVMzqgXj85wCWjB2vxT77cKWQwsYnx9gGLIvUJsS3VL0LRyEFlzPNBq9su9Tk1K94n2ygEkZwQB6UTyyjGbB9R4+/mRXP9X39Fg5TGxTi5KdMslIVmuh5STAHOx39EJgUYvSfWK6EJiMkERg0ZPJIqu10SxgfE6wffP9pyZTdMmkI1lCCw7r5QTUy+Nkm+87NZmqR0wXApNzwu2L7ze9KvJndW7Syp/d8foRptbbyejh409eecyed8vR2/5MGwqMYk37Z3Vu0sq0oXeoZmq9BYbnFzClqftjlpGsjRZGtHo76VGPngPE864tm311833red+lXgUDq66RrI1WRrSAaTlJt2P4vTL6T63m6g0vfIdK9T6a42RdP98juN69uTdgU5ctTB3C1Ey/UCv7JC2Ye8bMSBY0oNdRLSfy+pgShONVE1lz1+YhDibUoOf9sOfHDpyuhq6Y9bcL96l52rDX0QTmJTJWPP/mZT+kJRMHVp2/XbhPDeV5iIMM0CPHPlpSU0dUN5K1UeuIlp+mmYsT3Yrn4LTsd7RkpsBqZyRro6YShRqIC6YmsGhJjd1QbWRF1PkFA+a1e+IXAuPwdaVltfZCtdOFQzVNHRpNoAZOgFf/uLTn5unsT7SsgsBqb7pwqIIvIFRFUAiDsfg60rLa+6CJkawNI1qw4sS4n+fl7diPaFlFgXVwJKupyIqoK7QiHNSZh5Pj9Twvr2f/oXUVBVZE69OFQ5V9YR2soHKeo9t8PWhdbR1wneYiK6KtLzCUYKTmOIJi+2vg60HrWjv/NzdduKuG6UMnPObipHlY7799aN9gSSqPq+VMFwIc46bIWFKELOmxwJI0P5K1MfeIVm8/JTM/J9bT7Bvh2lxu4Xl8aNv3XYbWVT6CtbH8kaxGvhFAZVp6zdJN78pe+/bDbSzhvL6YyJrbg6efcICDBtxlGnHK57hjCrRvMdOFu0wf0gsn4vHdNA039vN737qHU5i+x/Si0dGr5bwZ6bHmjqwIocV0nISnNeZz2/cOLi0tshY7XdjoNwpozE3Tel43BcdZ4nl7sSNZQ3OOahnNYkpO4NPZndbbt/y632L0vYKVBcRVf9OFu4QWPXDiBlqygMCK6HG6cNec30gnPgDYtpDAulY3I1lDRrVYKkEP1G6BcWUka8ioFgBMb4GBda0uR7J2zTWyZVSLEoQ8UJMOwsoL368z93tqiS3GJrSAWvQcWV1OF+56zXPv6WEnoCPCHZibc6uRrL3mGNlyUmRMRrKAuXQYVkaybqPDHQQA7sz5c5vIOmDqHcXIAwAtE1hXmS48wtTTh6YOGYt4B0oTV3678M68TotWCS2gFIEVEV6TdXdz/JaEkyMANfKbg8cxknUiI1u0QKgDYxJWexnJGtscO5oTJgBzEVi3ZyRrJFONbBnN4hQCHTiFsDqKkazS7IjUTJwDt+W8dncia0RT7JAPnn7CqAQARQmscZguLMgUIrUQ5sBNhNXJTBfOYapfcXUCBeBU3o6hHCNZEzGqRQ0EOTAkrkbhHd9rMeX7awku9hFagLgalenCWkw5LOtkCsCQqcFpiayZTBlaYgsAcTU904WVMI3IVEQ39ENYTcJrslohtihNZMHyiatJiawWCS7GJrBguYTVbLzwvUVeoMjYxDQsj3NFvURWA7yhKWMSWrAc4qpupgsbVXIq0Um4D8Ia2iOqqmS6cGlKPtG87QNAfQRWe0RWw0rPwwstgPl5zVW7TBcuzBS/kWg6cTmENNRJVDXFWzj0yOu2OJbYgvkJq2Z5TVaPvG4LoA0Ca5mMZHXGdCL7CGaYlqhaFNOFbBNbDIksmIa4WiSRxfVEV78EFpQjqrogsjiO2OqLwIIyxFVXRBa3M9UfpxZc8xJZMC5x1SWRxd2IrmUSWXA3oooQWYzJlOKyCC24HWHFDpHF+IxuLYfQgpuJKw4QWZQ3VXRFCK8ShBZsE1UcSWQxLaNcbRFYsCKsOIHIYn5GuuolsuiRoGIkIot6TBlbEYLrGCKLnogrRiayqJPgmp/AogfCioJEFu2YOrwi+owvccVSCSomJrJok+AqR2SxJMKKGYks2jdHcEUsN7pEFq0TVlRCZLFc4ut2xBWtEVNUTmTRh7mCK6Kd6BJZtEBY0RCRRZ9qGOXajZo5Y0xgUStRRcNEFgzNOeJ1k90I24TRoev3LdslrqiFmGKBRBZcp4Xoum5E7KbRMpHFXEQVHRBZcBc1RxjMSUSByIJRiS56JargCpEFJYkulkpUwY1EFtRAjFEL8QSjEVlQK+FFaYIKihJZ0BrxxW2JKZiFyIKlE2XLI5qgCSILeifC6iOiYBFEFnAcMXZ34gm6IrIAAAo4GFn37roCAACuOpt7AwAAlkhkAQAUILIAAAoQWQAABYgsAIACRBYAQAEiCwCgAJEFAFCAyAIAKEBkAQAUILIAAAoQWQAABYgsAIACRBYAQAEiCwCgAJEFAFCAyAIAKEBkAQAUcG/uDaAPv/NzX5Wfe+bjEWlzTdr8t3U5IiKl9eWtf/Zcvrzz6sM0WNtwHdur3/O5L1YQu3dbrWt3vYeX71vvtZ93zzr3f44rm7q9/NDnP3T/K9uYr95n58arD/MNtzmwns3116xve7t2r9+33p3rcj5uHXnf8rzzKXbum3c//3BdV7djeLt04HNu3e7K+q+uZ/NP3v5g5+M9l3fWna/7vDki7z62nXXnA+vOV7Yn73kYu9dtf0/yzue8us7t22yvJm9/6jx4rHnnuvXV741PvyXn/OqAQkQWk3j2md+IL3nsuyKdpUjpbPXv2Vmcna1Of8Pr0lmKs4vL28vPzs4ipbS1bHjblFKcbdazLovV/dLF/c527n9xn4vlsbP+zbrj4nZnF+se3j8u779efrZens7W60lxsZ7V547Lz7f5OK3ut1m++nwxuO9lNG1df/Fx3rMsb90uYhUWl/dbf7y+bvW582pZ5Iv17i5PMbxNvgif1W0vbzP8d/O5z4bXx9Xl2/+fr26bB8vz+d5/IyJS3rk+r9YREasYGyy7uHxxQj6/XNfm+vXtVuu+vM/F8vPL5dv3GSxff+6LdZ2fb388XH6++ff88rqIiPMcebA8n1+9fz4/33O79badn68i43x93WDZ8H75/PI2eb3u4f02128tP88Xn397+eX683mO8+f3Lcs7yy8vR8T2dc9f3ub8+fX9nx/c9/kc58/lyM+u/o2Ii4/zs+cXyyIiXvPcf39RQEGmCwEAChBZAAAFiCwAgAJEFgBAASILAKAAkQUAUIDIAgAoQGQBABQgsgAAChBZAAAFpK2/YwWFpJTeGRGfmns7AAZ+W875D869ESyXv13IVD6Vc/7Dc28EwEZK6Wfm3gaWzXQhAEABIgsAoACRxVSenHsDAHY4LlGUF74DABRgJAsAoACRBQBQgMiiuJTSq1NK70kpvTel9Dfn3h6gbyml704pfXT9/n1QjMiiqJTSCyLiX0TE4xHx8oj4upTSy+fdKqBz/zoiXj33RrB8IovSXhUR7805vz/n/ExE/GBE/JmZtwnoWM75bRHxa3NvB8snsijtxRHxocHlD6+vA4BFE1mUlvZc531DAFg8kUVpH46Ilwwu/96I+J8zbQsATEZkUdpPR8QXppRellL6jIj42oj4DzNvEwAUJ7IoKuf8XES8PiLeEhHvjogfyjn/t3m3CuhZSukHIuInI+J+SunDKaXXzb1NLJM/qwMAUICRLACAAkQWAEABIgsAoACRBQBQgMgCAChAZAEAFCCyAAAK+P+5LKaQIRP/aQAAAABJRU5ErkJggg==\n", 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" ] @@ -197,17 +197,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:907: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", + "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:920: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", " newcm.set_over(newcm(1.0))\n", - "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:908: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", + "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:921: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", " newcm.set_under(bgcolor)\n", - "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:909: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", + "/home/lrodrigues/miniconda3/envs/imagine/lib/python3.7/site-packages/healpy/projaxes.py:922: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n", " newcm.set_bad(badcolor)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -284,7 +284,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -401,7 +401,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -427,6 +427,69 @@ "source": [ "We see that, when the masks are used by Hammurabi, the simulator does not do any work on the masked pixels and they receive `0` in the output produced. " ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Masking NaNs\n", + "\n", + "A very common application of masks is the removal of invalid data. \n", + "Here we illustrate how to construct a `Masks` object which can be used to\n", + "make IMAGINE to ignore any pixels containing nans or infs.\n", + "\n", + "We begin by creating a `Measurements` object containing some NaNs in one of its datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "meas_with_NaNs = img.observables.Measurements()\n", + "\n", + "meas_with_NaNs.append(name=('a', None, 5, None),\n", + " data=np.array([[1.,2.,3.,np.nan,5.]]), \n", + " otype='plain')\n", + "meas_with_NaNs.append(name=('b', None, 6, None),\n", + " data=np.array([[1,np.nan,3,4,5,np.inf]]), \n", + " otype='plain')\n", + "meas_with_NaNs.append(name=('c', None, 4, None),\n", + " data=np.arange(4).reshape((1,4)), \n", + " otype='plain')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This `Measurements` object contains 3 datasets, two of them containing \n", + "Now, let us create our NaN removing `Masks` object." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "masks = img.observables.Masks()\n", + "for k in meas_with_NaNs:\n", + " mask = np.isfinite(meas_with_NaNs[k].data)\n", + " if np.all(mask):\n", + " # Everything is valid, no need for a mask!\n", + " continue\n", + " else:\n", + " masks.append(name=k, data=mask)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can now safely provide our `masks` object to a `Likelihood` object using the `mask_dict` keyword argument, and the NaNs and infs will be removed consistently both from the original `meas_with_NaNs` and the `Simulations` object generated by the simulator during any operation of the IMAGINE `Pipeline`." + ] } ], "metadata": { @@ -445,7 +508,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.8" } }, "nbformat": 4, From 61b73e83d4c8bd0cf5fd1fec7516c439c5af6c1e Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Mon, 15 Feb 2021 13:02:26 +0100 Subject: [PATCH 03/13] Corrections to dynesty and emcee pipelines --- imagine/pipelines/dynesty_pipeline.py | 4 ++-- imagine/pipelines/emcee_pipeline.py | 4 +++- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/imagine/pipelines/dynesty_pipeline.py b/imagine/pipelines/dynesty_pipeline.py index 8937b328..cc226a25 100644 --- a/imagine/pipelines/dynesty_pipeline.py +++ b/imagine/pipelines/dynesty_pipeline.py @@ -292,7 +292,7 @@ def call(self, **kwargs): self.results = self.sampler.results self._samples_array = self.results['samples'] - self._evidence = self.results['logz'] - self._evidence_err = self.results['logzerr'] + self._evidence = self.results['logz'][-1] + self._evidence_err = self.results['logzerr'][-1] return self.results diff --git a/imagine/pipelines/emcee_pipeline.py b/imagine/pipelines/emcee_pipeline.py index 83f937fd..d4b53a22 100644 --- a/imagine/pipelines/emcee_pipeline.py +++ b/imagine/pipelines/emcee_pipeline.py @@ -131,6 +131,7 @@ def call(self, **kwargs): old_tau = np.inf nsteps = 0 + nsteps_0 = self.sampler.iteration # Iterates trying to reach convergence while nsteps < params['max_nsteps']: @@ -145,9 +146,10 @@ def call(self, **kwargs): self.tau * params['convergence_factor'] < self.sampler.iteration) self.converged &= np.all(np.abs(old_tau - self.tau) / self.tau < 0.01) if self.converged: + print('pipeline converged') break old_tau = self.tau - nsteps = self.sampler.iteration + nsteps = self.sampler.iteration -nsteps_0 burnin = int(params['burnin_factor'] * np.max(self.tau)) thin = int(params['thin_factor'] * np.min(self.tau)) From 85d62d0fcb1bb12044003df22b25f9156dd790d6 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Mon, 15 Feb 2021 13:46:29 +0100 Subject: [PATCH 04/13] Seeds "parameter fitting" instructions --- tutorials/tutorial_fitting.ipynb | 474 +++++++++++++++++++++++++++++++ 1 file changed, 474 insertions(+) create mode 100644 tutorials/tutorial_fitting.ipynb diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb new file mode 100644 index 00000000..a45fe3cc --- /dev/null +++ b/tutorials/tutorial_fitting.ipynb @@ -0,0 +1,474 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Constraining parameters\n", + "\n", + "So, how to use IMAGINE to constrain a particular set of models given a particular dataset?\n", + "This section dicusses various approachs to this problem using different tools available within IMAGINE.\n", + "It assumes that the reader went through the parts of the documentation which describe the [main\n", + "components of IMAGINE](../docs/source/components.rst) and/or went through some of the [tutorials](tutorial_one.ipynb).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import astropy.units as u\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import imagine as img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Setting up an example problem\n", + "\n", + "We start by setting up an example problem similar to the one in [first tutorial](tutorial_one.ipynb). \n", + "\n", + "First we generate mock data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Prepares fields/grid for generating mock data\n", + "one_d_grid = img.fields.UniformGrid(box=[[0,2*np.pi]*u.kpc,\n", + " [0,0]*u.kpc,\n", + " [0,0]*u.kpc],\n", + " resolution=[30,1,1])\n", + "\n", + "ne_field = img.fields.CosThermalElectronDensity(grid=one_d_grid, \n", + " parameters={'n0': 0.5*u.cm**-3,\n", + " 'a': 1.0/u.kpc*u.rad,\n", + " 'b': 0.0/u.kpc*u.rad,\n", + " 'c': 0.0/u.kpc*u.rad,\n", + " 'alpha': 30.*u.deg,\n", + " 'beta': 90.*u.deg,\n", + " 'gamma': 90.*u.deg})\n", + "\n", + "B_field = img.fields.ConstantMagneticField(grid=one_d_grid, \n", + " parameters={'Bx': 2*u.microgauss, \n", + " 'By': 0.5*u.microgauss,\n", + " 'Bz': 0.2*u.microgauss})\n", + "\n", + "# Generates a fake dataset to establish the format of the simulated output\n", + "size = 30; x = np.linspace(0.001,2*np.pi, size); yz = np.zeros_like(x)*u.kpc\n", + "fake_dset = img.observables.TabularDataset(data={'data': x, 'x': x*u.kpc,\n", + " 'y': yz, 'z': yz},\n", + " units=u.microgauss*u.cm**-3, \n", + " name='test', data_col='data')\n", + "trigger = img.observables.Measurements(fake_dset)\n", + "\n", + "# Prepares a simulator to generate the mock observables\n", + "mock_generator = img.simulators.TestSimulator(trigger)\n", + "\n", + "# Creates simulation from these fields\n", + "simulation = mock_generator([ne_field, B_field])\n", + "\n", + "# Converts the simulation data into a mock observational data (including noise) \n", + "key = list(simulation.keys())[0]\n", + "sim_data = simulation[key].global_data.ravel()\n", + "err = 0.01\n", + "noise = np.random.normal(loc=0, scale=err, size=size)\n", + "mock_dset = img.observables.TabularDataset(data={'data': sim_data + noise,\n", + " 'x': x,\n", + " 'y': np.zeros_like(x),\n", + " 'z': np.zeros_like(x),\n", + " 'err': np.ones_like(x)*err},\n", + " units=u.microgauss*u.cm**-3, \n", + " name='test', data_col='data')\n", + "mock_measurements = img.observables.Measurements(mock_dset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we proceed with the other components: the simulator, the likelihood, the field factories list." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Initializes the simulator and likelihood object, using the mock measurements\n", + "simulator = img.simulators.TestSimulator(mock_measurements)\n", + "likelihood = img.likelihoods.SimpleLikelihood(mock_measurements)\n", + "\n", + "# Generates factories from the fields (any previous parameter choices become defaults)\n", + "ne_factory = img.fields.FieldFactory(ne_field, active_parameters=['n0', 'alpha'],\n", + " priors={'n0': img.priors.GaussianPrior(mu=1*u.cm**-3, \n", + " sigma=1.5*u.cm**-3,\n", + " xmin=0*u.cm**-3,\n", + " xmax=100*u.cm**-3),\n", + " 'alpha': img.priors.FlatPrior(-np.pi, np.pi, u.rad, wrapped=True),\n", + " 'a': img.priors.FlatPrior(0.01, 10, u.rad/u.kpc)})\n", + "\n", + "B_factory = img.fields.FieldFactory(B_field, active_parameters=['By'],\n", + " priors={'By': img.priors.FlatPrior(-10,10, u.microgauss),})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we assemble the pipeline itself. For sake of definiteness and for illustration, we use the EmceePipeline." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Initializes the pipeline\n", + "pipeline = img.pipelines.DynestyPipeline(run_directory=img.rc['temp_dir']+'/fitting/',\n", + " factory_list=[B_factory, ne_factory],\n", + " simulator=simulator, \n", + " likelihood=likelihood)\n", + "pipeline.sampling_controllers = {'nsteps_check':200,'max_nsteps':1000}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MAP estimates\n", + "\n", + "The most common question that arises when one is working with a new parametrised model is \"what does the *best fit* model look like\"? There is plenty of reasons to approach this question very cautiously: a single point in the parameter space generally cannot encompass full predictive power of a model, as one has to account for the uncertainties and incomplete prior knowledge. In fact, this is one of the reasons why a full Bayesian approach as IMAGINE is deemed necessary in first place. That said, there are at least two common situations where a *point estimate* is desirable/useful. *After* performing the inference, adequately sampling posterior and clarifying the [credible intervals](https://en.wikipedia.org/wiki/Credible_interval), one may want to use a well motivated example of the model for another purpose. A second common situation is, when designing a new model proposal where some parameters are roughly known, to examine the best fit solution with respect to the less known parameters: often, the qualitative insights of this procedure are sufficient for rulling out or improving the model, even before the full inference." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Any IMAGINE `Pipeline` object comes with the method `Pipeline.get_MAP()`,\n", + "which maximizes the product of the likelihood and the prior,\n", + "$\\hat{\\theta}_{\\rm MAP} = \\rm{arg}\\max_{\\theta} \\mathcal{L}(\\theta)\\pi(\\theta)\\,$,\n", + "which corresponds to the mode of the posterior distribution, i.e.\n", + "the [MAP (Maximum A Posteriori)](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation). \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "constant_B_By: 0.25123476969045366 uG\n", + "cos_therm_electrons_n0: 1.0006679370743716 1 / cm3\n", + "cos_therm_electrons_alpha: 0.5240028607405838 rad\n" + ] + } + ], + "source": [ + "MAP_values = pipeline.get_MAP()\n", + "for parameter_name, parameter_value in zip(pipeline.active_parameters, MAP_values):\n", + " print(parameter_name + ': ', parameter_value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As it is seen above, the `get_MAP()` method returns the values of the posterior mode. This is *not found* using the sampler, but instead using the scipy optimizer, `scipy.optimize.minimize`. If the sampler *had run* before, the median of the posterior is used as initial guess by the optimizer. If this is not the case,\n", + "the optimizer will use the centre of the ranges as a starting position. Alternatively, the user can provide an initial guess using the `initial_guess` keyword argument (which is useful in the case of multimodal posteriors).\n", + "\n", + "Whenever `get_MAP()` is call, the MAP value found is saved internally. This is used by the two convenience properties: `Pipeline.MAP_model` and `Pipeline.MAP_simulation`, which return a list of IMAGINE `Field` objects at the MAP and the corresponding `Simulations` object, respectively. To illustrate all this, let us inspect the associated MAP model and compare its simulation with the original mock." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAP model:\n", + " constant_B\n", + "\t Bx \t 2.0 uG\n", + "\t By \t 0.25123476969045366 uG\n", + "\t Bz \t 0.2 uG\n", + "\n", + " cos_therm_electrons\n", + "\t n0 \t 1.0006679370743716 1 / cm3\n", + "\t a \t 1.0 rad / kpc\n", + "\t b \t 0.0 rad / kpc\n", + "\t c \t 0.0 rad / kpc\n", + "\t alpha \t 0.5240028607405838 rad\n", + "\t beta \t 90.0 deg\n", + "\t gamma \t 90.0 deg\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print('MAP model:', end='')\n", + "for field in pipeline.MAP_model:\n", + " print('\\n',field.name)\n", + " for p, v in field.parameters.items():\n", + " print('\\t',p,'\\t',v)\n", + "print()\n", + "plt.errorbar(x, sim_data, err, marker='.', linestyle='none', label='original mock data')\n", + "plt.plot(x, pipeline.MAP_simulation[key].global_data[0], label='MAP model')\n", + "plt.xlabel('x'); plt.ylabel('signal'); plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sampling the posterior\n", + "\n", + "\n", + "\n", + "### Nested sampling\n", + "\n", + "#### Dynesty\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "19637it [11:21, 28.81it/s, batch: 14 | bound: 39 | nc: 3 | ncall: 230771 | eff(%): 8.509 | loglstar: -2.723 < -0.003 < -0.584 | logz: -4.142 +/- 0.101 | stop: 0.999] \n" + ] + }, + { + "data": { + "text/markdown": [ + "\n", + "**Posterior report:**" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.5^{+3.2}_{-0.5}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.3^{+1.2}_{-0.3}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.3}_{-1.8}\\,\\mathrm{rad}\\\\$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "**Evidence report:**" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\log\\mathcal{{ Z }} = -4.145\\pm 0.101$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pipeline();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MCMC\n", + "\n", + "It is also possible to sample the posterior distribution using the [emcee](https://emcee.readthedocs.io/), a MCMC ensemble sampler.\n", + "The disadvantages of this approach is that it may have difficulties with multimodal distributions and does not automatically estimate the evidence. On the other hand,\n", + "it allows someone to transfer previous experience/intuition in the use of MCMC to IMAGINE." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline_emcee = img.pipelines.EmceePipeline(run_directory=img.rc['temp_dir']+'/emcee',\n", + " factory_list=[B_factory, ne_factory],\n", + " simulator=simulator, \n", + " likelihood=likelihood)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "pipeline_nested.sampling_controllers = {'n_live_points': 500}" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from /tmp/imagine_r8qlsc4t/fitting_alt/chains/multinest_.txt\n" + ] + }, + { + "data": { + "text/markdown": [ + "\n", + "**Posterior report:**" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+2.2}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.34^{+0.78}_{-0.28}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.5}_{-1.9}\\,\\mathrm{rad}\\\\$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "**Evidence report:**" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\log\\mathcal{{ Z }} = -3.942\\pm 0.077$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pipeline_nested();" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (imagine)", + "language": "python", + "name": "imagine" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 8168951d3f08e65d988d85e1a6b23dfb667c6fd9 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Thu, 4 Mar 2021 14:15:15 +0100 Subject: [PATCH 05/13] Typo in TestSimulator docstring --- imagine/simulators/test_simulator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/imagine/simulators/test_simulator.py b/imagine/simulators/test_simulator.py index b1b16e97..77f7125c 100644 --- a/imagine/simulators/test_simulator.py +++ b/imagine/simulators/test_simulator.py @@ -25,7 +25,7 @@ class TestSimulator(Simulator): performing the integration, i.e. computes: .. math :: - $t(x,y,z) = B_y\,n_e\,$ + t(x,y,z) = B_y\,n_e\, """ From 3eb682a930486c7fd5c414cbf8e4539df8fbd204 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Thu, 4 Mar 2021 15:57:59 +0100 Subject: [PATCH 06/13] Updates tutorial_fitting --- doc/source/index.rst | 2 +- doc/source/tutorial_fitting.nblink | 3 + tutorials/tutorial_fitting.ipynb | 185 ++++++++++++++++++++++++----- 3 files changed, 159 insertions(+), 31 deletions(-) create mode 100644 doc/source/tutorial_fitting.nblink diff --git a/doc/source/index.rst b/doc/source/index.rst index cd977f5d..c907b724 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -42,7 +42,7 @@ please refer to the installation design components - posterior + tutorial_fitting evidence parallel diff --git a/doc/source/tutorial_fitting.nblink b/doc/source/tutorial_fitting.nblink new file mode 100644 index 00000000..b59baf2d --- /dev/null +++ b/doc/source/tutorial_fitting.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../tutorials/tutorial_fitting.ipynb" +} diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb index a45fe3cc..0ebb82b7 100644 --- a/tutorials/tutorial_fitting.ipynb +++ b/tutorials/tutorial_fitting.ipynb @@ -6,7 +6,7 @@ "source": [ "# Constraining parameters\n", "\n", - "So, how to use IMAGINE to constrain a particular set of models given a particular dataset?\n", + "So, how to use IMAGINE to constrain a set of models given a particular dataset?\n", "This section dicusses various approachs to this problem using different tools available within IMAGINE.\n", "It assumes that the reader went through the parts of the documentation which describe the [main\n", "components of IMAGINE](../docs/source/components.rst) and/or went through some of the [tutorials](tutorial_one.ipynb).\n" @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,14 +32,21 @@ "\n", "## Setting up an example problem\n", "\n", - "We start by setting up an example problem similar to the one in [first tutorial](tutorial_one.ipynb). \n", + "We start by setting up an example problem similar to the one in [first tutorial](tutorial_one.ipynb). Where we have a constant magnetic field, thermal electron density given by:\n", + "$$\n", + "n_e(x,y,z) = n_0 [1+ \\cos(a x + \\alpha)]\n", + "$$\n", + "and a signal given by\n", + "$$\n", + "s(x) = B_y n_e(x) = B_y n_0 [1+ \\cos(a x + \\alpha)]\n", + "$$\n", "\n", "First we generate mock data." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -54,7 +61,7 @@ " 'a': 1.0/u.kpc*u.rad,\n", " 'b': 0.0/u.kpc*u.rad,\n", " 'c': 0.0/u.kpc*u.rad,\n", - " 'alpha': 30.*u.deg,\n", + " 'alpha': 0.5*u.rad,\n", " 'beta': 90.*u.deg,\n", " 'gamma': 90.*u.deg})\n", "\n", @@ -62,6 +69,7 @@ " parameters={'Bx': 2*u.microgauss, \n", " 'By': 0.5*u.microgauss,\n", " 'Bz': 0.2*u.microgauss})\n", + "true_model = [ne_field, B_field]\n", "\n", "# Generates a fake dataset to establish the format of the simulated output\n", "size = 30; x = np.linspace(0.001,2*np.pi, size); yz = np.zeros_like(x)*u.kpc\n", @@ -75,7 +83,7 @@ "mock_generator = img.simulators.TestSimulator(trigger)\n", "\n", "# Creates simulation from these fields\n", - "simulation = mock_generator([ne_field, B_field])\n", + "simulation = mock_generator(true_model)\n", "\n", "# Converts the simulation data into a mock observational data (including noise) \n", "key = list(simulation.keys())[0]\n", @@ -101,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -112,9 +120,9 @@ "# Generates factories from the fields (any previous parameter choices become defaults)\n", "ne_factory = img.fields.FieldFactory(ne_field, active_parameters=['n0', 'alpha'],\n", " priors={'n0': img.priors.GaussianPrior(mu=1*u.cm**-3, \n", - " sigma=1.5*u.cm**-3,\n", + " sigma=0.9*u.cm**-3,\n", " xmin=0*u.cm**-3,\n", - " xmax=100*u.cm**-3),\n", + " xmax=10*u.cm**-3),\n", " 'alpha': img.priors.FlatPrior(-np.pi, np.pi, u.rad, wrapped=True),\n", " 'a': img.priors.FlatPrior(0.01, 10, u.rad/u.kpc)})\n", "\n", @@ -126,12 +134,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, we assemble the pipeline itself. For sake of definiteness and for illustration, we use the EmceePipeline." + "Finally, we assemble the pipeline itself. For sake of definiteness and for illustration, we use the `DynestyPipeline`." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -139,8 +147,7 @@ "pipeline = img.pipelines.DynestyPipeline(run_directory=img.rc['temp_dir']+'/fitting/',\n", " factory_list=[B_factory, ne_factory],\n", " simulator=simulator, \n", - " likelihood=likelihood)\n", - "pipeline.sampling_controllers = {'nsteps_check':200,'max_nsteps':1000}" + " likelihood=likelihood)" ] }, { @@ -166,16 +173,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "constant_B_By: 0.25123476969045366 uG\n", - "cos_therm_electrons_n0: 1.0006679370743716 1 / cm3\n", - "cos_therm_electrons_alpha: 0.5240028607405838 rad\n" + "constant_B_By: 0.2467898771680578 uG\n", + "cos_therm_electrons_n0: 1.0006675889204804 1 / cm3\n", + "cos_therm_electrons_alpha: 0.5220053081680176 rad\n" ] } ], @@ -192,12 +199,12 @@ "As it is seen above, the `get_MAP()` method returns the values of the posterior mode. This is *not found* using the sampler, but instead using the scipy optimizer, `scipy.optimize.minimize`. If the sampler *had run* before, the median of the posterior is used as initial guess by the optimizer. If this is not the case,\n", "the optimizer will use the centre of the ranges as a starting position. Alternatively, the user can provide an initial guess using the `initial_guess` keyword argument (which is useful in the case of multimodal posteriors).\n", "\n", - "Whenever `get_MAP()` is call, the MAP value found is saved internally. This is used by the two convenience properties: `Pipeline.MAP_model` and `Pipeline.MAP_simulation`, which return a list of IMAGINE `Field` objects at the MAP and the corresponding `Simulations` object, respectively. To illustrate all this, let us inspect the associated MAP model and compare its simulation with the original mock." + "Whenever `get_MAP()` is called, the MAP value found is saved internally. This is used by the two convenience properties: `Pipeline.MAP_model` and `Pipeline.MAP_simulation`, which return a list of IMAGINE `Field` objects at the MAP and the corresponding `Simulations` object, respectively. To illustrate all this, let us inspect the associated MAP model and compare its simulation with the original mock." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -205,17 +212,18 @@ "output_type": "stream", "text": [ "MAP model:\n", + "\n", " constant_B\n", "\t Bx \t 2.0 uG\n", - "\t By \t 0.25123476969045366 uG\n", + "\t By \t 0.2467898771680578 uG\n", "\t Bz \t 0.2 uG\n", "\n", " cos_therm_electrons\n", - "\t n0 \t 1.0006679370743716 1 / cm3\n", + "\t n0 \t 1.0006675889204804 1 / cm3\n", "\t a \t 1.0 rad / kpc\n", "\t b \t 0.0 rad / kpc\n", "\t c \t 0.0 rad / kpc\n", - "\t alpha \t 0.5240028607405838 rad\n", + "\t alpha \t 0.5220053081680176 rad\n", "\t beta \t 90.0 deg\n", "\t gamma \t 90.0 deg\n", "\n" @@ -223,7 +231,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -235,7 +243,7 @@ } ], "source": [ - "print('MAP model:', end='')\n", + "print('MAP model:')\n", "for field in pipeline.MAP_model:\n", " print('\\n',field.name)\n", " for p, v in field.parameters.items():\n", @@ -246,29 +254,130 @@ "plt.xlabel('x'); plt.ylabel('signal'); plt.legend();" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot indicates that the fitting is working. However, the values parameter values differ from the true model:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True model:\n", + "\n", + " cos_therm_electrons\n", + "\t n0 \t 0.5 1 / cm3\n", + "\t a \t 1.0 rad / kpc\n", + "\t b \t 0.0 rad / kpc\n", + "\t c \t 0.0 rad / kpc\n", + "\t alpha \t 0.5 rad\n", + "\t beta \t 90.0 deg\n", + "\t gamma \t 90.0 deg\n", + "\n", + " constant_B\n", + "\t Bx \t 2.0 uG\n", + "\t By \t 0.5 uG\n", + "\t Bz \t 0.2 uG\n" + ] + } + ], + "source": [ + "print('True model:')\n", + "for field in true_model:\n", + " print('\\n',field.name)\n", + " for p, v in field.parameters.items():\n", + " print('\\t',p,'\\t',v)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reason for the difference is the degeneracy between the electron density normalization and the y-component of the magnetic field for this observable (which merely computes the product $n_e B_y$). The reason why the MAP lands close to $1\\,{\\rm cm}^{-3}$ is because of our prior knowledge about the parameter `n0`, namely that it should be approximately $n_0 = (1 \\pm 0.9)\\,{\\rm cm}^{-3}$.\n", + "We can inspect the previous prior choices in the following way." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,3))\n", + "for i, pname in enumerate(pipeline.priors):\n", + " prior = pipeline.priors[pname]\n", + " x = np.linspace(*prior.range, 60)\n", + " plt.subplot(1,3,i+1)\n", + " plt.plot(x, prior.pdf(x))\n", + " plt.xlabel('{} [{}]'.format(pname, prior.unit))\n", + "plt.suptitle('Prior distributions');" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling the posterior\n", "\n", + "To go beyond a *point estimates* as the MAP it is necessary to sample the posterior distribution.\n", + "From the posterior samples it is possible to understand the *[credible regions](https://en.wikipedia.org/wiki/Credible_interval)*\n", + "in the parameter space and better grasp the physical consequences a given parameters choice.\n", + "\n", + "Among other things, knowledge of the posterior also allows one to examine *degeneracies* in the model parameters, as the one exemplified above.\n", + "\n", + "Once a pipeline object is assembled, one can \"run\" it, i.e. one can use it to produce samples of the posterior distribution.\n", + "How exactly this is done will the depend on which specific `Pipeline` sub-class one is using. \n", "\n", "\n", "### Nested sampling\n", "\n", - "#### Dynesty\n" + "Many of the `Pipeline` uses samplers based on\n", + "[Nested Sampling](https://en.wikipedia.org/wiki/Nested_sampling_algorithm), \n", + "an algorithm originally designed for accurately estimate of the evidence (or marginal likelihood),\n", + "but which can also be used to sample the posterior distribution. \n", + "Nested sampling potentially performs better if the distributions are multimodal, but can be inefficient,\n", + "specially if a given parameter has a small or negligible effect.\n", + "\n", + "There are three nested-sampling-based `Pipeline` classes in IMAGINE:\n", + "[MultinestPipeline](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", + "[UltranestPipeline](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", + "[DynestyPipeline](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline). \n", + "\n", + "`DynestyPipeline` allows one to use the parameter `pfrac` to control how much the sampling should focus on the posterior rather\n", + "than on th evidence. Since we are not interested in the evidence in this example, let us set this to 1 (maximum priority to the\n", + "posterior)." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "19637it [11:21, 28.81it/s, batch: 14 | bound: 39 | nc: 3 | ncall: 230771 | eff(%): 8.509 | loglstar: -2.723 < -0.003 < -0.584 | logz: -4.142 +/- 0.101 | stop: 0.999] \n" + "21951it [10:15, 35.68it/s, batch: 23 | bound: 47 | nc: 1 | ncall: 244924 | eff(%): 8.962 | loglstar: -inf < -0.002 < -1.001 | logz: -3.912 +/- 0.095 | stop: 0.912] \n" ] }, { @@ -286,7 +395,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -299,7 +408,7 @@ { "data": { "text/latex": [ - "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.5^{+3.2}_{-0.5}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.3^{+1.2}_{-0.3}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.3}_{-1.8}\\,\\mathrm{rad}\\\\$" + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+3.0}_{-0.6}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.38^{+0.86}_{-0.32}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.3^{+1.5}_{-1.9}\\,\\mathrm{rad}\\\\$" ], "text/plain": [ "" @@ -323,7 +432,7 @@ { "data": { "text/latex": [ - "$\\displaystyle \\log\\mathcal{{ Z }} = -4.145\\pm 0.101$" + "$\\displaystyle \\log\\mathcal{{ Z }} = -3.915\\pm 0.078$" ], "text/plain": [ "" @@ -334,9 +443,15 @@ } ], "source": [ + "pipeline.sampling_controllers = {'nlive_init': 50, 'pfrac':1}\n", "pipeline();" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -448,6 +563,16 @@ "source": [ "pipeline_nested();" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Constraining parameters stochastic fields\n", + "\n", + "So far, we only worked with deterministic fields. However, some of the fields modelled may display stochastic\n", + "components ..." + ] } ], "metadata": { From e747e83102fb7a58ea1f3419aaf7966f060f3e9b Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Fri, 5 Mar 2021 15:22:40 +0100 Subject: [PATCH 07/13] Changes dynesty samples to equal weighted Also, seeds the model comparison section of the docs --- doc/source/evidence.rst | 7 - doc/source/posterior.rst | 10 -- doc/source/tutorial_comparison.nblink | 3 + imagine/pipelines/dynesty_pipeline.py | 12 +- imagine/pipelines/ultranest_pipeline.py | 6 +- tutorials/tutorial_comparison.ipynb | 74 +++++++++ tutorials/tutorial_fitting.ipynb | 207 ++++++++++-------------- 7 files changed, 176 insertions(+), 143 deletions(-) delete mode 100644 doc/source/evidence.rst delete mode 100644 doc/source/posterior.rst create mode 100644 doc/source/tutorial_comparison.nblink create mode 100644 tutorials/tutorial_comparison.ipynb diff --git a/doc/source/evidence.rst b/doc/source/evidence.rst deleted file mode 100644 index 55eae367..00000000 --- a/doc/source/evidence.rst +++ /dev/null @@ -1,7 +0,0 @@ -.. _evidence: - -================ -Model comparison -================ - -Using *Bayesian evidence* to compare models. diff --git a/doc/source/posterior.rst b/doc/source/posterior.rst deleted file mode 100644 index 159758ee..00000000 --- a/doc/source/posterior.rst +++ /dev/null @@ -1,10 +0,0 @@ -.. _posterior: - -======================= -Constraining parameters -======================= - -Computing *posterior distribution* given a model and a dataset. - - - diff --git a/doc/source/tutorial_comparison.nblink b/doc/source/tutorial_comparison.nblink new file mode 100644 index 00000000..d342b924 --- /dev/null +++ b/doc/source/tutorial_comparison.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../tutorials/tutorial_comparison.ipynb" +} diff --git a/imagine/pipelines/dynesty_pipeline.py b/imagine/pipelines/dynesty_pipeline.py index cc226a25..91dc1bd3 100644 --- a/imagine/pipelines/dynesty_pipeline.py +++ b/imagine/pipelines/dynesty_pipeline.py @@ -24,7 +24,7 @@ class DynestyPipeline(Pipeline): This pipeline may use :py:class:`DynamicNestedSampler ` if the - sampling parameter 'dynamic' is set to `True` or + sampling parameter 'dynamic' is set to `True` (default) or :py:class:`NestedSampler ` if 'dynamic` is False (default). @@ -37,9 +37,9 @@ class DynestyPipeline(Pipeline): Sampling controllers -------------------- dynamic : bool - If `True`, use + If `True` (default), use :py:class:`dynesty.DynamicNestedSampler` otherwise uses - :py:class:`dynesty.NestedSampler` + :py:class:`dynesty.NestedSampler`. dlogz : float Iteration will stop, in the `dynamic==False` case, when the estimated contribution of the @@ -291,7 +291,11 @@ def call(self, **kwargs): self.results = self.sampler.results - self._samples_array = self.results['samples'] + # Creates equal weighted samples from the weighted samples + samples = self.results.samples + weights = np.exp(self.results.logwt - self.results.logz[-1]) + + self._samples_array = dynesty.utils.resample_equal(samples, weights) self._evidence = self.results['logz'][-1] self._evidence_err = self.results['logzerr'][-1] diff --git a/imagine/pipelines/ultranest_pipeline.py b/imagine/pipelines/ultranest_pipeline.py index d028591b..55e14ce2 100644 --- a/imagine/pipelines/ultranest_pipeline.py +++ b/imagine/pipelines/ultranest_pipeline.py @@ -13,7 +13,6 @@ # All declaration __all__ = ['UltranestPipeline'] - # %% CLASS DEFINITIONS class UltranestPipeline(Pipeline): """ @@ -151,6 +150,10 @@ def call(self, **kwargs): # Creates directory, if needed os.makedirs(ultranest_dir, exist_ok=True) + # Adjusts UltraNest's logger + ultranest_logger = log.getLogger("ultranest") + ultranest_logger.setLevel(log.INFO) + # Runs UltraNest sampler = ultranest.ReactiveNestedSampler( param_names=list(self.active_parameters), @@ -161,6 +164,7 @@ def call(self, **kwargs): wrapped_params=self.wrapped_parameters, **init_params) + self.results = sampler.run(viz_callback=ultranest.viz.nicelogger, **run_params) diff --git a/tutorials/tutorial_comparison.ipynb b/tutorials/tutorial_comparison.ipynb new file mode 100644 index 00000000..6d28246e --- /dev/null +++ b/tutorials/tutorial_comparison.ipynb @@ -0,0 +1,74 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model comparison\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model evidence\n", + "\n", + "In the context of Bayesian statistics, the most rigorous way of comparing a set of models is looking at the Bayes *evidence* associated with each model.\n", + "Given a dataset $\\mathcal D$, model $\\mathcal M$ and a set of parameter $\\theta$, the evidence or\n", + "[marginal likelihood](https://en.wikipedia.org/wiki/Marginal_likelihood) is given by\n", + "\n", + "$$\n", + " \\mathcal{Z} = P(\\mathcal D|\\mathcal M) = \\int_\\theta P(\\mathcal D | \\theta, \\mathcal M) P(\\theta | \\mathcal M) \\mathrm{d}\\theta \n", + " = \\int_\\theta \\mathcal{L}_{\\mathcal M}(\\theta) \\pi(\\theta) \\mathrm{d}\\theta\n", + "$$\n", + "\n", + "To compare different models, one wants to compute the [Bayes factor](https://en.wikipedia.org/wiki/Bayes_factor), which is given by\n", + "\n", + "$$\n", + " R = \\frac{P(\\mathcal{M}_1 | d)}{P(\\mathcal{M}_2 | d)} \n", + " = \\frac{P(\\mathcal{D} | \\mathcal{M}_1) P(\\mathcal{M}_1)}{P(\\mathcal{D} | \\mathcal{M}_2) P(\\mathcal{M}_2)}\n", + " = \\frac{\\mathcal{Z}_1}{\\mathcal{Z}_2} \\times \\frac{P(\\mathcal{M}_1)}{P(\\mathcal{M}_2)} . \n", + "$$\n", + "\n", + "If there is no a priori reason for preferring one model over the other (as it is often the case), the prior ratio $P(m_1)/P(m_2)$\n", + "becomes unity and the Bayes factor becomes the ratio of evidences. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Information criteria" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (imagine)", + "language": "python", + "name": "imagine" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb index 0ebb82b7..54ec4724 100644 --- a/tutorials/tutorial_fitting.ipynb +++ b/tutorials/tutorial_fitting.ipynb @@ -7,9 +7,9 @@ "# Constraining parameters\n", "\n", "So, how to use IMAGINE to constrain a set of models given a particular dataset?\n", - "This section dicusses various approachs to this problem using different tools available within IMAGINE.\n", + "This section dicusses some approaches to this problem using different tools available within IMAGINE.\n", "It assumes that the reader went through the parts of the documentation which describe the [main\n", - "components of IMAGINE](../docs/source/components.rst) and/or went through some of the [tutorials](tutorial_one.ipynb).\n" + "components of IMAGINE](components.rst) and/or went through some of the [tutorials](tutorial_one.ipynb)." ] }, { @@ -36,7 +36,9 @@ "$$\n", "n_e(x,y,z) = n_0 [1+ \\cos(a x + \\alpha)]\n", "$$\n", + "\n", "and a signal given by\n", + "\n", "$$\n", "s(x) = B_y n_e(x) = B_y n_0 [1+ \\cos(a x + \\alpha)]\n", "$$\n", @@ -54,7 +56,7 @@ "one_d_grid = img.fields.UniformGrid(box=[[0,2*np.pi]*u.kpc,\n", " [0,0]*u.kpc,\n", " [0,0]*u.kpc],\n", - " resolution=[30,1,1])\n", + " resolution=[35,1,1])\n", "\n", "ne_field = img.fields.CosThermalElectronDensity(grid=one_d_grid, \n", " parameters={'n0': 0.5*u.cm**-3,\n", @@ -62,8 +64,8 @@ " 'b': 0.0/u.kpc*u.rad,\n", " 'c': 0.0/u.kpc*u.rad,\n", " 'alpha': 0.5*u.rad,\n", - " 'beta': 90.*u.deg,\n", - " 'gamma': 90.*u.deg})\n", + " 'beta': np.pi/2*u.rad,\n", + " 'gamma': np.pi/2*u.rad})\n", "\n", "B_field = img.fields.ConstantMagneticField(grid=one_d_grid, \n", " parameters={'Bx': 2*u.microgauss, \n", @@ -145,9 +147,10 @@ "source": [ "# Initializes the pipeline\n", "pipeline = img.pipelines.DynestyPipeline(run_directory=img.rc['temp_dir']+'/fitting/',\n", - " factory_list=[B_factory, ne_factory],\n", - " simulator=simulator, \n", - " likelihood=likelihood)" + " factory_list=[B_factory, ne_factory],\n", + " simulator=simulator, \n", + " likelihood=likelihood,\n", + " show_summary_reports=False)" ] }, { @@ -163,7 +166,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Any IMAGINE `Pipeline` object comes with the method `Pipeline.get_MAP()`,\n", + "Any IMAGINE `Pipeline` object comes with the method [`Pipeline.get_MAP()`](imagine.pipelines.rst#imagine.pipelines.pipeline.Pipeline.get_MAP),\n", "which maximizes the product of the likelihood and the prior,\n", "$\\hat{\\theta}_{\\rm MAP} = \\rm{arg}\\max_{\\theta} \\mathcal{L}(\\theta)\\pi(\\theta)\\,$,\n", "which corresponds to the mode of the posterior distribution, i.e.\n", @@ -180,9 +183,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "constant_B_By: 0.2467898771680578 uG\n", - "cos_therm_electrons_n0: 1.0006675889204804 1 / cm3\n", - "cos_therm_electrons_alpha: 0.5220053081680176 rad\n" + "constant_B_By: 0.2494117592277611 uG\n", + "cos_therm_electrons_n0: 1.0006667988639713 1 / cm3\n", + "cos_therm_electrons_alpha: 0.4999535127397896 rad\n" ] } ], @@ -215,23 +218,23 @@ "\n", " constant_B\n", "\t Bx \t 2.0 uG\n", - "\t By \t 0.2467898771680578 uG\n", + "\t By \t 0.2494117592277611 uG\n", "\t Bz \t 0.2 uG\n", "\n", " cos_therm_electrons\n", - "\t n0 \t 1.0006675889204804 1 / cm3\n", + "\t n0 \t 1.0006667988639713 1 / cm3\n", "\t a \t 1.0 rad / kpc\n", "\t b \t 0.0 rad / kpc\n", "\t c \t 0.0 rad / kpc\n", - "\t alpha \t 0.5220053081680176 rad\n", - "\t beta \t 90.0 deg\n", - "\t gamma \t 90.0 deg\n", + "\t alpha \t 0.4999535127397896 rad\n", + "\t beta \t 1.5707963267948966 rad\n", + "\t gamma \t 1.5707963267948966 rad\n", "\n" ] }, { "data": { - "image/png": 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\n", 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fvn4KWvaDGvWcjqWU7+z/DQ5uhbi7nE6iykjPCMqTCNwwAXIzrd2alKpMNi20/mzRx9kcqsy0EJS3epfClfdZS/OmLHc6jVK+szEeGraDWpFOJ1FlpIXACVeNh/DG8PnfwJvrdBqlzt/RfZCaqKOF/JQWAidUqQZ9X4T9m2DFa06nUer8bV4MGC0EfsrWQiAivUVkk4hsEZGHS7h/gIgkicgaEVklIl3tzFOhXHo9tOoH3/0/aztLpfzZxniodZG1V7fyO7YVAhEJAl4H+gCXAcNE5LKTDvsGaGeMuRy4A5huV54Kqfd/rf0KFv1T1yFS/is3E5KXWJ3EIk6nUefAzjOCTsAWY0yyMSYXmA0MKH6AMeaoMUWfgNWBwPo0rBUJPR+xTqs3LnQ6jVLnJnkJeLO1WciP2VkIGgE7il1PLbztBCIyUEQ2AguxzgoCyxXj4ILW1llBzlGn0yhVdhvjoWotaxMm5ZfsLAQlnSOe8o3fGDPPGNMSuAl4psQnEhlT2IewKi0tzbcpnRbkhhsnwOFU+O55p9MoVTZFi8xdo4vM+TE7C0EqcFGx65HArtMdbIxZBlwsInVLuG+aMSbWGBNbr14lnI3bOA7a3wYJkxj/2ge6gY3yH6mJkLlfm4X8nJ2FIBFoLiJRIlIFGArML36AiFwiYvUuiUgHoAoQmEtzXvs0VK3J6IxXEVPgdBqlSmdTPLiCdZE5P2dbITDGeIF7gC+ADcCHxphfRWSciIwrPOxmYJ2IrMEaYTSkWOdxYKlWG657hmM5eVTZv073LFD+YWO81TcQGu50EnUebF10zhgTD8SfdNuUYpefB7RhvJAnog+35tYgL9fFT28kMPMvuum3qsD2/wYHfoNOY5xOos6TziyuQBK2pZNDMAUEkef16gY2qmLbVPgdr0VvZ3Oo86aFoAKJa1YHlwguCnCTR1zYfqcjKXV6G+OtmcThjZ1Oos6TFoIK5PgGNk3C3cysOZmY1Y9BgXYcqwroaJq1LWWLG5xOonzgjIVARI6IyOESfo6IyOHyChlIwkLcXBBRi5gb7oSdq2DN+05HUupUv32Btcic7j1QGZyxs9gYE1ZeQZRlztjO1gUTB563C3czu9EaVaRURbExHmo2svYfUH6vTE1DInKBiDQ+/mNXKIW1eFffFyArHZY853Qapf6Qmwlbv9VF5iqRUhUCEekvIr8B24DvgBRgkY25FFgdcR3/Aqvegt2/OJ1GKYZMXcHzk6eCN0tnE1cipT0jeAaIAzYbY6KAq4EfbEul/tDzUahWBxaO145jVSF0zF4BVcKg6VVOR1E+UtpCkGeMOQC4RMRljFkCXG5fLFUkNByu+Tek/mTtc6yUg45m5bL6aDiehn+C4CpOx1E+UtpCcEhEagDLgJki8jLgtS+WOkG7YRDZCb56ArIOOZ1GBSjP9nQ27j3C63k3MnxLL10GpRIpbSEYAGQBDwKLga1AP7tCqZO4XHDDi5B1EJb8n9NpVIBKSD6AMcaa+V4gOvO9EilVITDGHDPG5BtjvMaYd4wxrxQ2Fany0rAdxN4BiW/AnrVOp1EBKK5KMlXIQyjAHewirlkdpyMpHyntqKFBIvKbiGTohDIH9foXhEZYHccBukircog3hxjPw7wc8gaNw0OYOVoXRKxMSts09P+A/saYWsaYmsaYMGNMTTuDqRKERsA1T8GOBPhlttNpVCBZ8Roc3Iqndl8aRNTQIlDJlHYZ6r3GmA22JlGlc/kIa8bxV08wakU9slzV/5iNrJQdDu2AZS9Cyxt5dOi9TqdRNijtGcEqEZkjIsMKm4kGicggW5Opkrlc0PdFOJZG7MF4dh7K0tEbyl5fPmY1Rfb+j9NJlE1KWwhqApnAdVijhfoBN9oVSp1Fow54mt/Ha0e6kpqeyfDpCVoMlD22LoH1n8FVf9flpiuxUjUNGWNutzuIKpuEeoPJZRsg5HkLSEg+oO22yre8uRD/EEREQRdtEqrMSlUIROSVEm7OAFYZYz7zbSRVGnEtInF9uw0hH7dLh/IpGyRMsraivPUjcIc4nUbZqLRNQyFYS0r8VvjTFqgN3CkiE21Jps4opkkELRrUZGSVJcys8TIx9XWPIeVDGTvhu/9nLSx36XVOp1E2K+2nxyVAL2PMq8aYV4FrgFbAQKx+A+WAGqFVya7XjpicRFj6X6fjqMrky3+BydcO4gBR2uGjjYDqWM1BFF6+0BiTLyI5tiRTZ2UNG+0MC9bAyqlw+XBoEO10LOXvti2DXz+BHo9ARFOn06hyUJYJZWtEZIaIvA2sBl4UkerA13aFU6V09RMQUgvidcaxOk/5eVYHcXgTuPJ+p9OoclLatYbeBLoAnxb+dDXGTC9cg+gh++KpUqlWG679N/y+ApLmOJ1G+bOVUyBtI/R5HtyhTqdR5eRsm9e3LPyzA9AQ2AH8DjQovE1VFJePgEaxVtuuLlWtymjI1BWMm/S51dfU/HrdlD7AnK2P4G/AGOB/xW4r3vbQy+eJ1LlxueCG/8G0HrD0P9Y3OqXKYPjh6ZCfqx3EAeiMZwTGmDGFFycDA4wxPYElWJ3G423Opsrqwsuh453w0zRdqlqVSZ0jm0g6Goan9SNQ52Kn46hyVtrO4n8ZYw6LSFfgWuBtrOKgKpriS1XrHseqFDzb0vhmfy3+5x3M8J9b6XIlAai0hSC/8M8bgCmFs4l1w9KKKDQCrn3aWqo6SZeqVmeX8N0i8giydh7LL9CdxwJQaQvBThGZCvwJiBeRqmV4rCpv7W619jj+8nHtOFZnlpFK3O/TCMY6e9SdxwJTaT/M/wR8AfQ2xhzCWl7irMNGRaS3iGwSkS0i8nAJ9w8XkaTCnx9FpF1ZwqvTOGGP4+ecTqMqskX/JMa1hY4XQGREqO48FqBKu/poJvBJseu7gd1neoyIBAGvY/UppAKJIjLfGLO+2GHbgO7GmHQR6QNMA64o21tQJWrYDjqOhsTp/DO5LSnuS3QDG3WiTYth4+dw9ZN419enEWgRCFB2Nu90ArYYY5KNMbnAbGBA8QOMMT8aY473TCUAkTbmCTw9H4PQ2tyR8TpitONYFZObCYsegnotofM9zBnbWb8oBDA7C0EjrAlox6UW3nY6dwKLSrpDRMaIyCoRWZWWlubDiJVcaDhc9wxHc7xU2b9OR4OoPyx7AQ79bs09CdZxH4HOzkIgJdxW4kI4ItITqxD8s6T7jTHTjDGxxpjYevXq+TBi5ecJv55bc//F8qMNGf6G7mSmgLRN8OOr0G4YNO3qdBpVAdhZCFKBi4pdjwR2nXyQiLQFpmNNWNNxaz6WsC2dHIKtoYFerw4NDHTGwMK/Q5XqcO0zTqdRFYSdhSARaC4iUSJSBRgKzC9+gIg0xuqEvs0Ys9nGLAErrlkdXCK4KMBNHnGhO52OpJyUNAdSvodrnoIaenatLKXdj6DMjDFeEbkHa9hpEPCWMeZXERlXeP8U4AmgDjBJRAC8xphYuzIFopgmEbRsEEZmVjb/c00hZtU+iF0OwVWdjqbKW+ZB+OIxiOwIHUY6nUZVILYVAgBjTDwQf9JtU4pdHg2MtjODgrAQN2EhbmJ6PQAzb4HlE6FHid0xqjL75mlrbskN86y5JkoVsrUQqIrhhGGBrQfB9y9C9M1Q9xLnQqnylboKPG9D3F3QsK3TaVQFo18LAk3v/1objnz+gO5mFijyvdbfd1gD6Pmo02lUBaSFINCE1Ydr/m11GP4yy+k0ykZDpq5gyNQVkPiGtSx57/9A1TCnY6kKSAtBIOowEi6KszoOj+lw0sosIn8/fPssXHINXHaT03FUBaWFIBC5XNBvIuQcgS8fczqNssmR7Dxq7fsJT14T6PsCSElzPJXSQhC4LmgFV95vNQ8lf+d0GuVjnu3pbNqdwUfZHRme8wieI7qYnDo9LQSBrNt4qN0MPn8Q8rKdTqN8KGHzLgzGmlFuXDqjXJ2RFoJA5g6FG1+Cg1utIaWq0ohL+4gqeBGMbjajzkoLQaBr1gPaDrUmme3b6HQa5Qspy4nZ/BJ311xOo4hqutmMOistBAqufw6q1oDPH2DolB+sIYfKP+Vmwmf3QERTEiP60Sg8VIuAOiudWaygel247ln47G561vqCb6v1cTqROldLnoP0bTByAe9GdXM6jfITekagLJcPh6ZX0Tp9CQcOHtR9C/xR6ipImAQxt4MWAVUGWgiURQRPh/9jdO6DJGcUMHy6bmLjV7w58NndENYQrn3a6TTKz2ghUEUSDlQjBzcFuMjz5uuQQ3+y7AVI2wg3ToSQmk6nUX5G+whUkbhmdRBxISYft8knroHTiVSp7E6C5S9Zo78uvc7pNMoP6RmBKnJ8E5uWtfKZGfoCMasf0xVKK7r8PKtJKLS2taicUudAzwjUCeLvL+xkTNgDix+GNTOh/QhnQ6nT+/EV2JMEf3oPqtV2Oo3yU3pGoErWaSw06QqLHoZDvzudRpUkbRMs/S9cNgAu6+90GuXHtBCokrlccNPrgLGaHgoKnE6kCg2ZuoKhU5ZbE8eqVIe+ujyIOj9aCNTpRTS1Zh1vWwar3nQ6jSqmT+Z8SP0Jej8PNS5wOo7yc1oI1Jl1GGltavLVE3Bgq9NpFOA+tpuMg2l4LhwBbf/kdBxVCWghUGcmAv1fhSA3fHoXFOQ7nSigeVIO8NM+FxO9Axn++w14fj/kdCRVCWghUGdX80KrHXrHSljxmtNpAlrCkgV4cVn7DOQbnfSnfEILgSqdNoOhVT9r/9t9G5xOE5h2JBK3bRLBWB33us+A8hWdR6BKRwRueAm2x8G8sdxqniNfgpkztrPTyQJDdgbMvZOYCEO0hLIvx83LQ9vrEtPKJ/SMQJVejXrWjma7f2Hg0dlOpwkcxljbiWakwi1v4g6tqfsMKJ/SMwJVNpf1h7ZDaLImkazc7ni2t9QPJLutmQnr5kKvx+GiTswZ63QgVdnoGYEqM0/0v7gt9xHWHQ7R5arttv83iH8Iml4FXR90Oo2qpLQQqDJL2JlLLm5r5IouV20fbw58fDsEh8CgaeAKcjqRqqRsLQQi0ltENonIFhF5uIT7W4rIChHJEZHxdmZRvmMtVy24yMeNV0eu2OXrp2DPWrhpkjWEVymb2NZHICJBwOvAtUAqkCgi840x64sddhC4D7jJrhzK944vV93w8C/8Ne8dYqo0A7SfwKc2f2FtO9lpLLTQPaSVvew8I+gEbDHGJBtjcoHZwIDiBxhj9hljEoE8G3MoG4SFuDF1WxBTdSckvuF0nMrl8G5rFnf9NrrtpCoXdhaCRsCOYtdTC28rMxEZIyKrRGRVWlqaT8Kp8zNnbGfeuus6a6JZ0keQedDpSJVDQT7MGwN5WXDLW+AOcTqRCgB2FgIp4bZz2u7KGDPNGBNrjImtV6/eecZSPtXpL+DNsoY4qnM2ZOoKhkxdAT+8bK322ud5qHep07FUgLCzEKQCFxW7HgnssvH1lBMatIHGXSBxuu5ZcB6OZOeRc2A7nq9mQ+uB0P42pyOpAGJnIUgEmotIlIhUAYYC8218PeWUTqMhPQW2fO10Er/k2Z7Oxj1HSDpcjeG5j+Bp97S1pIdS5cS2QmCM8QL3AF8AG4APjTG/isg4ERkHICINRCQV+BvwLxFJFZGadmVSNmnZD2o00E7jc5SwNQ1MgTUvQ6qQsDPX6UgqwNi6xIQxJh6IP+m2KcUu78FqMlL+LLgKxIyC7563Nq+pc7HTifxK3L4PqcJl5FAFd3CQzstQ5U5nFivfiBllzXxd9ZbTSfzLyqnEbHyBv9b8gUYR1Zg5Ok7XblLlTguB8o2aDa39Cla/B7mZTqfxD5u/hMUPQ4u+/Fh7oK4oqhyjq48q3+k0Bn6dB2s/gpiRTqep2Pass9YRqh8Ng95gdtUaTidSAUzPCJTvNO4MF7S2Oo3NOU0ZCQxH9sIHQ6BqGNw6B7QIKIdpIVC+I2JNMNuz1trfWJ0qNxNmDYWsg1YR0MXkVAWghUD5Vts/QdVa8JMOJT1FQQHMGwu7VsPNb0LDdk4nUgrQQqB8rUp1aD8c1n8KR/Y4naZi+fYZ2DAfrnsWWvZ1Oo1SRbQQKN/rOBoKvOB5x+kkjitaQ2j1+7B8AsTcDp3vdjqWUifQUUPK9+pcDBdfDZ4ZcNXfIMjtdCJHtc75BRY8Bs16Qt8XbF8+Ii8vj9TUVLKzs219HVUxhYSEEBkZidtd+v93WgiUPTqNgVlDYOPn1iJqAarqsZ2EHUzEU7sHMYPfLJeimJqaSlhYGE2bNkV0zaKAYozhwIEDpKamEhUVVerHadOQskfzayG8Mfw03ekkjvFs3cvKfUG86h3A8IN34tlXPkNqs7OzqVOnjhaBACQi1KlTp8xng1oIlD1cQVZfwfbljH/tA6udPMAkLJlPHkHWYnL5hoTkA+X22loEAte5/N1rIVD2aX8bBIdwfeYCp5OUv7RNxO2YTnDhXkzuYJcuJqcqLC0Eyj7VakP0LdQ4mkJaegae7elOJyofBQWw4AFiqu2lbX03kRGhAbeYnIhw221/bK7j9XqpV68eN9544wnHDRgwgM6dO59w21NPPUWjRo24/PLLiY6OZv58e7cxWbp06Sm5zuUYf6aFQNnKc9GfuT33IbYdymP49ITAKAZrZsLvP8K1zxBULSIgF5OrXr0669atIysrC4CvvvqKRo1O3LL80KFD/Pzzzxw6dIht27adcN+DDz7ImjVr+Oijj7jjjjso0N3vbKWjhpStEg7XIZd9GFzk5eWTsHV/5f5QPJoGX/4LmlwJ7Ucwp4PDbfWLHraW/PClBm2gz3/PelifPn1YuHAht9xyC7NmzWLYsGF8//33RffPnTuXfv36Ub9+fWbPns0jjzxyynO0atWK4OBg9u/fzwUXXFB0+1NPPcW2bdvYvXs3mzdvZsKECSQkJLBo0SIaNWrEggULcLvdfPPNN4wfPx6v10vHjh2ZPHkyVatWZfHixTzwwAPUrVuXDh06FD3vsWPHuPfee1m7di1er5ennnqKAQMGnOcvrOLTMwJlq7hmdUBcuCjATS5xya9CzhGnY9nny39B7jG48aWA325y6NChzJ49m+zsbJKSkrjiiitOuP94cRg2bBizZs0q8TlWrlyJy+WiXr16p9y3detWFi5cyGeffcaIESPo2bMna9euJTQ0lIULF5Kdnc2oUaOYM2dO0Qf75MmTyc7O5i9/+QsLFizg+++/Z8+eP2bAP/fcc/Tq1YvExESWLFnCQw89xLFjx3z7i6mA9IxA2SqmSQQtG4RxOCuPl9vuICbxfXhzFQybBRFNnI7nW8lLIWk2dHsI6rVwOo2lFN/c7dK2bVtSUlKYNWsWffueuKTG3r172bJlC127dkVECA4OZt26dURHRwPw0ksv8f777xMWFsacOXNKHAnTp08f3G43bdq0IT8/n969ewPQpk0bUlJS2LRpE1FRUVx66aUAjBw5ktdff50ePXoQFRVF8+bNARgxYgTTpk0D4Msvv2T+/Pm8+OKLgDUU9/fff7fnF1SBaCFQtgsLcRMW4iam7yho0Rg+GgVv9IQhM6FJ57M93D/kZcPnD0LtZnDV351OU2H079+f8ePHs3TpUg4c+GP47Jw5c0hPTy+a9HT48GFmz57Ns88+C1h9BOPHjz/jc1etWhUAl8uF2+0uKhYulwuv14s5w1LopxtiaYxh7ty5tGhxYiHfu3fvWd6pf9OmIWW7OWM7M2ds4Qf+xb1g9LcQGgHv9IOf33U2nK98/z84mAw3TAB3qNNpKow77riDJ554gjZt2pxw+6xZs1i8eDEpKSmkpKTg8XiYPXu2T1+7ZcuWpKSksGXLFgDee+89unfvTsuWLdm2bRtbt24tynLc9ddfz6uvvlpURFavXu3TTBWVFgJV/upeAqO/gairYP69sPhRyPf+sUCbv0nbBMtfgrZD4OKeTqepUCIjI7n//vtPuC0lJYXff/+duLi4otuioqKoWbMmK1f6bh+LkJAQZsyYweDBg2nTpg0ul4tx48YREhLCtGnTuOGGG+jatStNmvzRRPn444+Tl5dH27ZtiY6O5vHHH/dZnopMznT6VBHFxsaaVatWOR1D+UK+1+pcXTkZLrmGUUfuIstV/Y+zB39QUABv3wD71sM9q6DGqZ2a5W3Dhg20atXK6RjKQSX9GxARjzEmtqTj9YxAOSco2OrM7PcyJC9l2N4JHD6417/mGhyfM3DdMxWiCCh1LrQQKOfFjMJz3Sfcn/0XNmW4GD51OZ5kP+icOz5noHEXuHyE02mUOmc6akhVCAlZjcjmCCDkFeST8MGzxPTvBtE3g6tifV853o8xp97bf8wZqGAZlSoL/derKoS4ZnVwFQ7pcwcFEVdjH3wyGt7oYY3Pr2Cic1Zbcwa6PgAXtHQ6jlLnRQuBqhCOTzyLjAhl5pguxNw3Cwa9AZnp8O4AeP9m2LOu6HgnRxhlZWXiTvsVT43ulWbOgN+O2FI+oYVAVRhhIe4/FmhzuaDtn+CeRLjuOUhdBVO6wry7ICO1/MMZAzt/xjP7GTbvOcy0vOsZnj4Wzy7dDlL5Py0EqsI4YeLZce4Q6HIP3L8GutwL6+bCKx3ofGAeBw8eOOsIo7J80y3x2MO7rDkCk+LgjZ4k/JpMLsHWZjMFlOtmM5VR3759OXTo0BmPeeKJJ/j666/P6fnLc/noc3mtHj16cLbh8BMnTiQzM/N8op2VrYVARHqLyCYR2SIiD5dwv4jIK4X3J4lIh5KeRylCI6whmvd68DS5kymH49iaUcDwyUvxvP8v+GU2HNpxXi9xJDuPnYey8GzZDUkfwXsD4aXW8PVTEFILbpxI3G3/BrH+21SmzWaK3ns5Dd01xlBQUEB8fDzh4eFnPPbpp5/mmmuuKZdcFZFfFwIRCQJeB/oAlwHDROSykw7rAzQv/BkDTLYrj6okwi8i4aI7yaaK9a2cYBK27IV5Y2FiNExsA/PGwc/vwcFkjmSd5gPOGMg5ajUz7f0Vz8plbN6dwc70Y9a+CR8/D/u3wFXj4d6f4c4vIfZ2Yi5t/EdfRiXZbMazPZ2Ne46Qmp7lsz0jJkyYQHR0NNHR0UycOBGwZhS3atWKv/71r3To0IEdO3bQtGlT9u/fD8AzzzxDy5Ytufbaaxk2bFjRwm+jRo3i448/BqBp06Y8+eSTdOjQgTZt2rBx40YAfvrpJ7p06UL79u3p0qULmzZtOmO+t99+m5tuuol+/foRFRXFa6+9xoQJE2jfvj1xcXEcPHgQgDVr1hAXF0fbtm0ZOHAg6enW72bLli1cc801tGvXjg4dOhQtV3FcYmIi7du3Jzk5+YTbs7KyGDp0KG3btmXIkCFF+zUA3HXXXcTGxtK6dWuefPJJAF555RV27dpFz5496dmz52mPO192Dh/tBGwxxiQDiMhsYACwvtgxA4B3jTW9OUFEwkWkoTFmt425lJ87PsKowIDbHUzcqP9AyH2Q8gNsXw6/fQm/zMJT0JytuY+RRzDDpyxjZsM5xJj1kJ1h/Zj8oudM8PangMGY48Xl8v8Sc1OvEoeFxt/frTzfru0Skg9QULjAQJ63gITkA+dV4DweDzNmzGDlypUYY7jiiivo3r07ERERbNq0iRkzZjBp0qQTHrNq1Srmzp3L6tWr8Xq9dOjQgZiYmBKfv27duvz8889MmjSJF198kenTp9OyZUuWLVtGcHAwX3/9NY8++ihz5849Y85169axevVqsrOzueSSS3j++edZvXo1Dz74IO+++y4PPPAAf/7zn3n11Vfp3r07TzzxBP/+97+ZOHEiw4cP5+GHH2bgwIFkZ2dTUFDAjh3WGemPP/7Ivffey2effUbjxo1PeM3JkydTrVo1kpKSSEpKOmEvhOeee47atWuTn5/P1VdfTVJSEvfddx8TJkxgyZIl1K1b97THtW3btsx/T8XZWQgaAcXP1VOBK0pxTCPghEIgImOwzhhO+cWqwFO0tHW2l5eHti/80KprbZgSN876tp+2kYQv1pD3azAFuMgzkJDfgpjG1axmnpBaEBJedDkuowayIBuOF5eYmICZG2AVVqzC6oPmruXLlzNw4ECqV68OwKBBg/j+++/p378/TZo0OWGNoeKPGTBgAKGh1oJ9/fr1O+3zDxo0CICYmBg++eQTADIyMhg5ciS//fYbIkJeXt5Zc/bs2ZOwsDDCwsKoVatW0Wu2adOGpKQkMjIyOHToEN27dwesZawHDx7MkSNH2LlzJwMHDgSsNY2O27BhA2PGjOHLL7/kwgsvPOU1ly1bxn333QdYy3QX/wD/8MMPmTZtGl6vl927d7N+/foSP+BLe1xZ2FkISlrn9eSFjUpzDMaYacA0sNYaOv9oyt+d8Vu5CFzQirhuDWD9j398uA+6D07zTTcGaJG47KTiEhhKLqzn7kzrlx0vDmV5zMmOLz8dFBSE1+sFrMXievbsybx580hJSaFHjx6lfh6wlq4uvqz18ecta9aGDRuSnZ3N6tWrSywEUPIS2Nu2bePFF18kMTGRiIgIRo0aRXb2qSPSSntcWdn5lScVuKjY9Uhg1zkco9Q5OWFuQina808YvhpgfPneu3XrxqeffkpmZibHjh1j3rx5XHXVVWd8TNeuXVmwYAHZ2dkcPXqUhQsXluk1MzIyivZEfvvtt881+glq1apFRERE0faax5exrlmzJpGRkXz66acA5OTkFHXmhoeHs3DhQh599FGWLl16ynN269aNmTNnAlbTVFJSEmDtx1C9enVq1arF3r17WbRoUdFjwsLCOHLkyFmPOx92nhEkAs1FJArYCQwFbj3pmPnAPYX9B1cAGdo/oHypaFOcUnzA+dWqpxVYhw4dGDVqFJ06dQJg9OjRtG/fnpSUlNM+pmPHjvTv35927drRpEkTYmNjqVWrVqlf8x//+AcjR45kwoQJ9OrV63zfQpF33nmHcePGkZmZSbNmzZgxYwZgFYWxY8fyxBNP4Ha7+eijj4oeU79+fRYsWECfPn146623Ttii86677uL222+nbdu2XH755UW/o3bt2tG+fXtat25Ns2bNuPLKK4seM2bMGPr06UPDhg1ZsmTJaY87H7YuQy0ifYGJQBDwljHmOREZB2CMmSLWOdJrQG8gE7jdGHPGQbW6DLVSZ+avy1AfPXqUGjVqkJmZSbdu3Zg2bdoJnamq9Mq6DLWti84ZY+KB+JNum1LssgHutjODUso/jBkzhvXr15Odnc3IkSO1CJQjXX1UKVUhfPDBB05HCFiBMT5OqQDjbzsPKt85l797LQRKVTIhISEcOHBAi0EAMsZw4MCBE+Y2lIY2DSlVyURGRpKamkpaWprTUZQDQkJCiIyMLNNjtBAoVcm43W6ioqKcjqH8iDYNKaVUgNNCoJRSAU4LgVJKBThbZxbbQUTSgO3n+PC6wH4fxnGCv78Hf88P/v8e/D0/+P97cCJ/E2NMvZLu8LtCcD5EZNXpplj7C39/D/6eH/z/Pfh7fvD/91DR8mvTkFJKBTgtBEopFeACrRBMczqAD/j7e/D3/OD/78Hf84P/v4cKlT+g+giUUkqdKtDOCJRSSp1EC4FSSgW4gCkEItJbRDaJyBYRedjpPGUlIm+JyD4RWed0lnMhIheJyBIR2SAiv4rI/U5nKgsRCRGRn0Tkl8L8/3Y607kQkSARWS0inzud5VyISIqIrBWRNSLil1sViki4iHwsIhsL/z84vkdqQPQRiEgQsBm4FkjF2k95mDFmvaPBykBEugFHgXeNMdFO5ykrEWkINDTG/CwiYYAHuMlf/g4Kt1Wtbow5KiJuYDlwvzEmweFoZSIifwNigZrGmBudzlNWIpICxBpj/HYymYi8A3xvjJkuIlWAasaYQ05mCpQzgk7AFmNMsjEmF5gNDHA4U5kYY5YBB53Oca6MMbuNMT8XXj4CbAAaOZuq9IzlaOFVd+GPX32LEpFI4AZgutNZApWI1AS6AW8CGGNynS4CEDiFoBGwo9j1VPzoQ6iyEZGmQHtgpcNRyqSwWWUNsA/4yhjjV/mBicA/gAKHc5wPA3wpIh4RGeN0mHPQDEgDZhQ20U0XkepOhwqUQiAl3OZX3+YqCxGpAcwFHjDGHHY6T1kYY/KNMZcDkUAnEfGbJjoRuRHYZ4zxOJ3lPF1pjOkA9AHuLmwy9SfBQAdgsjGmPXAMcLzPMlAKQSpwUbHrkcAuh7IErMK29bnATGPMJ07nOVeFp/JLgd7OJimTK4H+hW3ss4FeIvK+s5HKzhizq/DPfcA8rGZff5IKpBY7m/wYqzA4KlAKQSLQXESiCjtnhgLzHc4UUAo7W98ENhhjJjidp6xEpJ6IhBdeDgWuATY6GqoMjDGPGGMijTFNsf79f2uMGeFwrDIRkeqFAw0obE65DvCrUXTGmD3ADhFpUXjT1YDjAyYCYqtKY4xXRO4BvgCCgLeMMb86HKtMRGQW0AOoKyKpwJPGmDedTVUmVwK3AWsL29kBHjXGxDsXqUwaAu8UjkBzAR8aY/xyCKYfqw/Ms75TEAx8YIxZ7Gykc3IvMLPwS2kycLvDeQJj+KhSSqnTC5SmIaWUUqehhUAppQKcFgKllApwWgiUUirAaSFQSqkAp4VAKaUCnBYCpZQKcFoIlDpPItJRRJIK9yyoXrhfgd+sQ6SUTihTygdE5FkgBAjFWkvmPw5HUqrUtBAo5QOFywUkAtlAF2NMvsORlCo1bRpSyjdqAzWAMKwzA6X8hp4RKOUDIjIfa3nnKKwtOe9xOJJSpRYQq48qZScR+TPgNcZ8ULg66Y8i0ssY863T2ZQqDT0jUEqpAKd9BEopFeC0ECilVIDTQqCUUgFOC4FSSgU4LQRKKRXgtBAopVSA00KglFIB7v8DPuGZwbiObl4AAAAASUVORK5CYII=\n", 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" ] @@ -278,8 +281,8 @@ "\t b \t 0.0 rad / kpc\n", "\t c \t 0.0 rad / kpc\n", "\t alpha \t 0.5 rad\n", - "\t beta \t 90.0 deg\n", - "\t gamma \t 90.0 deg\n", + "\t beta \t 1.5707963267948966 rad\n", + "\t gamma \t 1.5707963267948966 rad\n", "\n", " constant_B\n", "\t Bx \t 2.0 uG\n", @@ -300,7 +303,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The reason for the difference is the degeneracy between the electron density normalization and the y-component of the magnetic field for this observable (which merely computes the product $n_e B_y$). The reason why the MAP lands close to $1\\,{\\rm cm}^{-3}$ is because of our prior knowledge about the parameter `n0`, namely that it should be approximately $n_0 = (1 \\pm 0.9)\\,{\\rm cm}^{-3}$.\n", + "The reason for the difference are the degeneracy between the electron density and the y-component of the magnetic field for this observable (which merely computes the product $n_e B_y$). The reason why the MAP lands close to $1\\,{\\rm cm}^{-3}$ is because of our prior knowledge about the parameter `n0`, namely that it should be approximately $n_0 = (1 \\pm 0.9)\\,{\\rm cm}^{-3}$.\n", "We can inspect the previous prior choices in the following way." ] }, @@ -346,25 +349,25 @@ "Among other things, knowledge of the posterior also allows one to examine *degeneracies* in the model parameters, as the one exemplified above.\n", "\n", "Once a pipeline object is assembled, one can \"run\" it, i.e. one can use it to produce samples of the posterior distribution.\n", - "How exactly this is done will the depend on which specific `Pipeline` sub-class one is using. \n", + "How exactly this is done will the depend on which specific [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) sub-class one is using. \n", "\n", "\n", "### Nested sampling\n", "\n", - "Many of the `Pipeline` uses samplers based on\n", + "Many of the [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) use samplers based on\n", "[Nested Sampling](https://en.wikipedia.org/wiki/Nested_sampling_algorithm), \n", "an algorithm originally designed for accurately estimate of the evidence (or marginal likelihood),\n", "but which can also be used to sample the posterior distribution. \n", "Nested sampling potentially performs better if the distributions are multimodal, but can be inefficient,\n", "specially if a given parameter has a small or negligible effect.\n", "\n", - "There are three nested-sampling-based `Pipeline` classes in IMAGINE:\n", - "[MultinestPipeline](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", - "[UltranestPipeline](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", - "[DynestyPipeline](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline). \n", + "There are three nested-sampling-based [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) classes in IMAGINE:\n", + "[`MultinestPipeline`](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", + "[`UltranestPipeline`](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", + "[`DynestyPipeline`](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline).\n", "\n", - "`DynestyPipeline` allows one to use the parameter `pfrac` to control how much the sampling should focus on the posterior rather\n", - "than on th evidence. Since we are not interested in the evidence in this example, let us set this to 1 (maximum priority to the\n", + "[`DynestyPipeline`](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline) allows one to use the parameter `pfrac` to control [how much the sampling should focus on the posterior rather\n", + "than on the evidence](https://dynesty.readthedocs.io/en/latest/dynamic.html?highlight=pfrac#dynamic-vs-static). Since we are not interested in the evidence in this example, let us set this to 1 (maximum priority to the\n", "posterior)." ] }, @@ -377,25 +380,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "21951it [10:15, 35.68it/s, batch: 23 | bound: 47 | nc: 1 | ncall: 244924 | eff(%): 8.962 | loglstar: -inf < -0.002 < -1.001 | logz: -3.912 +/- 0.095 | stop: 0.912] \n" + "21651it [09:53, 36.45it/s, batch: 22 | bound: 45 | nc: 1 | ncall: 235670 | eff(%): 9.187 | loglstar: -inf < -0.004 < -0.924 | logz: -4.009 +/- 0.097 | stop: 0.985] \n" ] - }, - { - "data": { - "text/markdown": [ - "\n", - "**Posterior report:**" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + } + ], + "source": [ + "pipeline.sampling_controllers = {'nlive_init': 50, 'pfrac':1}\n", + "# Runs the pipeline\n", + "pipeline();" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -404,54 +406,14 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+3.0}_{-0.6}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.38^{+0.86}_{-0.32}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.3^{+1.5}_{-1.9}\\,\\mathrm{rad}\\\\$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "**Evidence report:**" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$\\displaystyle \\log\\mathcal{{ Z }} = -3.915\\pm 0.078$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "pipeline.sampling_controllers = {'nlive_init': 50, 'pfrac':1}\n", - "pipeline();" + "pipeline.corner_plot(truths_dict= {'constant_B_By': 0.5 ,\n", + " 'cos_therm_electrons_n0': 0.5,\n", + " 'cos_therm_electrons_alpha': 0.5});" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -460,12 +422,20 @@ "\n", "It is also possible to sample the posterior distribution using the [emcee](https://emcee.readthedocs.io/), a MCMC ensemble sampler.\n", "The disadvantages of this approach is that it may have difficulties with multimodal distributions and does not automatically estimate the evidence. On the other hand,\n", - "it allows someone to transfer previous experience/intuition in the use of MCMC to IMAGINE." + "it allows someone to transfer previous experience/intuition in the use of MCMC to IMAGINE.\n", + "\n", + "IMAGINE's [`EmceePipeline`](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline)\n", + "uses the simple convergence criterion described, for example, in \n", + "[Emcee's documentation](https://emcee.readthedocs.io/en/v3.0.2/tutorials/monitor/#saving-monitoring-progress),\n", + "which is based on the estimation of the autocorrelation time:\n", + "every `nsteps_check` steps, the autocorrelation time, $\\tau$ is estimated, if \n", + "`convergence_factor`$\\times\\tau$ is larger than the number of steps, and \n", + "$\\tau$ changed less than $1\\%$ since the last check, the run is assumed to have converged." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -477,25 +447,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "pipeline_nested.sampling_controllers = {'n_live_points': 500}" + "pipeline_emcee.sampling_controllers = {'nsteps_check':500,'max_nsteps':1500}" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - " analysing data from /tmp/imagine_r8qlsc4t/fitting_alt/chains/multinest_.txt\n" + "100%|██████████| 500/500 [00:26<00:00, 18.63it/s]\n", + "100%|██████████| 500/500 [00:26<00:00, 18.68it/s]\n", + "100%|██████████| 500/500 [00:26<00:00, 19.10it/s]\n" ] }, { @@ -513,7 +485,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -526,7 +498,7 @@ { "data": { "text/latex": [ - "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+2.2}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.34^{+0.78}_{-0.28}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.5}_{-1.9}\\,\\mathrm{rad}\\\\$" + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+2.8}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.31^{+0.93}_{-0.27}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.3^{+1.5}_{-1.7}\\,\\mathrm{rad}\\\\$" ], "text/plain": [ "" @@ -534,34 +506,27 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "**Evidence report:**" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + } + ], + "source": [ + "pipeline_emcee();" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ { - "data": { - "text/latex": [ - "$\\displaystyle \\log\\mathcal{{ Z }} = -3.942\\pm 0.077$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Has the run converged yet? False\n" + ] } ], "source": [ - "pipeline_nested();" + "print('Has the run converged yet?', pipeline_emcee.converged)" ] }, { From 222bd0abbebcdab294ef3d70a2d3cd97e4b9ecb7 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Fri, 5 Mar 2021 15:28:13 +0100 Subject: [PATCH 08/13] Update index.rst --- doc/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/source/index.rst b/doc/source/index.rst index c907b724..bc62b84a 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -43,7 +43,7 @@ please refer to the design components tutorial_fitting - evidence + tutorial_comparison parallel .. toctree:: From 504074ea38bc21e53f5946ceff3998554f651216 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Fri, 5 Mar 2021 15:52:21 +0100 Subject: [PATCH 09/13] Test RTD links --- tutorials/tutorial_comparison.ipynb | 2 +- tutorials/tutorial_fitting.ipynb | 18 +++++++++--------- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/tutorials/tutorial_comparison.ipynb b/tutorials/tutorial_comparison.ipynb index 6d28246e..6c6a1518 100644 --- a/tutorials/tutorial_comparison.ipynb +++ b/tutorials/tutorial_comparison.ipynb @@ -31,7 +31,7 @@ " = \\frac{\\mathcal{Z}_1}{\\mathcal{Z}_2} \\times \\frac{P(\\mathcal{M}_1)}{P(\\mathcal{M}_2)} . \n", "$$\n", "\n", - "If there is no a priori reason for preferring one model over the other (as it is often the case), the prior ratio $P(m_1)/P(m_2)$\n", + "If there is no a priori reason for preferring one model over the other (as it is often the case), the prior ratio $P(\\mathcal{M}_1)/P(\\mathcal{M}_2)$\n", "becomes unity and the Bayes factor becomes the ratio of evidences. \n" ] }, diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb index 54ec4724..4d862c93 100644 --- a/tutorials/tutorial_fitting.ipynb +++ b/tutorials/tutorial_fitting.ipynb @@ -349,24 +349,24 @@ "Among other things, knowledge of the posterior also allows one to examine *degeneracies* in the model parameters, as the one exemplified above.\n", "\n", "Once a pipeline object is assembled, one can \"run\" it, i.e. one can use it to produce samples of the posterior distribution.\n", - "How exactly this is done will the depend on which specific [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) sub-class one is using. \n", + "How exactly this is done will the depend on which specific `Pipeline` sub-class one is using. \n", "\n", "\n", "### Nested sampling\n", "\n", - "Many of the [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) use samplers based on\n", - "[Nested Sampling](https://en.wikipedia.org/wiki/Nested_sampling_algorithm), \n", - "an algorithm originally designed for accurately estimate of the evidence (or marginal likelihood),\n", + "Many of the [`Pipeline`](imagine.pipelines.rst) classes use samplers \n", + "based on [Nested Sampling](https://en.wikipedia.org/wiki/Nested_sampling_algorithm), \n", + "an algorithm originally designed for accurately estimate of the [evidence](tutorial_fitting.ipynb) (or marginal likelihood),\n", "but which can also be used to sample the posterior distribution. \n", "Nested sampling potentially performs better if the distributions are multimodal, but can be inefficient,\n", "specially if a given parameter has a small or negligible effect.\n", "\n", - "There are three nested-sampling-based [`Pipeline`](imagine.pipelines.rst#module-imagine.pipelines.pipeline) classes in IMAGINE:\n", - "[`MultinestPipeline`](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", - "[`UltranestPipeline`](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", - "[`DynestyPipeline`](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline).\n", + "There are three nested-sampling-based `Pipeline`(imagine.pipelines.rst#module-imagine.pipelines.pipeline) classes in IMAGINE:\n", + "[MultinestPipeline](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", + "[UltranestPipeline](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", + "[DynestyPipeline](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline).\n", "\n", - "[`DynestyPipeline`](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline) allows one to use the parameter `pfrac` to control [how much the sampling should focus on the posterior rather\n", + "[DynestyPipeline](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline) allows one to use the parameter `pfrac` to control [how much the sampling should focus on the posterior rather\n", "than on the evidence](https://dynesty.readthedocs.io/en/latest/dynamic.html?highlight=pfrac#dynamic-vs-static). Since we are not interested in the evidence in this example, let us set this to 1 (maximum priority to the\n", "posterior)." ] From 6e153d4c104d63a9d0891245a2e3c0aac06ccfd5 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Fri, 5 Mar 2021 15:59:50 +0100 Subject: [PATCH 10/13] Adjusts RTD links --- tutorials/tutorial_fitting.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb index 4d862c93..35b27fbd 100644 --- a/tutorials/tutorial_fitting.ipynb +++ b/tutorials/tutorial_fitting.ipynb @@ -354,14 +354,14 @@ "\n", "### Nested sampling\n", "\n", - "Many of the [`Pipeline`](imagine.pipelines.rst) classes use samplers \n", + "Many of the [Pipeline](imagine.pipelines.rst#module-imagine.pipelines.pipeline) classes use samplers \n", "based on [Nested Sampling](https://en.wikipedia.org/wiki/Nested_sampling_algorithm), \n", "an algorithm originally designed for accurately estimate of the [evidence](tutorial_fitting.ipynb) (or marginal likelihood),\n", "but which can also be used to sample the posterior distribution. \n", "Nested sampling potentially performs better if the distributions are multimodal, but can be inefficient,\n", "specially if a given parameter has a small or negligible effect.\n", "\n", - "There are three nested-sampling-based `Pipeline`(imagine.pipelines.rst#module-imagine.pipelines.pipeline) classes in IMAGINE:\n", + "There are three nested-sampling-based `Pipeline` classes in IMAGINE:\n", "[MultinestPipeline](imagine.pipelines.rst#module-imagine.pipelines.multinest_pipeline),\n", "[UltranestPipeline](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline),\n", "[DynestyPipeline](imagine.pipelines.rst#module-imagine.pipelines.dynesty_pipeline).\n", @@ -424,7 +424,7 @@ "The disadvantages of this approach is that it may have difficulties with multimodal distributions and does not automatically estimate the evidence. On the other hand,\n", "it allows someone to transfer previous experience/intuition in the use of MCMC to IMAGINE.\n", "\n", - "IMAGINE's [`EmceePipeline`](imagine.pipelines.rst#module-imagine.pipelines.ultranest_pipeline)\n", + "IMAGINE's [EmceePipeline](imagine.pipelines.rst#module-imagine.pipelines.emcee_pipeline)\n", "uses the simple convergence criterion described, for example, in \n", "[Emcee's documentation](https://emcee.readthedocs.io/en/v3.0.2/tutorials/monitor/#saving-monitoring-progress),\n", "which is based on the estimation of the autocorrelation time:\n", From 0cabbd015a1ee37610affba06cd54d71f2f53486 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Sun, 18 Apr 2021 15:46:38 +0200 Subject: [PATCH 11/13] Updates tutorial_fitting --- tutorials/tutorial_fitting.ipynb | 382 ++++++++++++++++++++++++++++--- 1 file changed, 348 insertions(+), 34 deletions(-) diff --git a/tutorials/tutorial_fitting.ipynb b/tutorials/tutorial_fitting.ipynb index 35b27fbd..bd78bd04 100644 --- a/tutorials/tutorial_fitting.ipynb +++ b/tutorials/tutorial_fitting.ipynb @@ -56,7 +56,7 @@ "one_d_grid = img.fields.UniformGrid(box=[[0,2*np.pi]*u.kpc,\n", " [0,0]*u.kpc,\n", " [0,0]*u.kpc],\n", - " resolution=[35,1,1])\n", + " resolution=[55,1,1])\n", "\n", "ne_field = img.fields.CosThermalElectronDensity(grid=one_d_grid, \n", " parameters={'n0': 0.5*u.cm**-3,\n", @@ -153,6 +153,58 @@ " show_summary_reports=False)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we have our setup, it is always good to use the `test` method to check if the pipeline is actually working (simple errors as missing prior specifications or malfunctioning Fields can be easily isolated this way)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sampling centres of the parameter ranges.\n", + "\tEvaluating point: [0.0, 5.0, 0.0]\n", + "\tLog-likelihood -1.4600680317743122\n", + "\tTotal execution time: 0.0026073716580867767 s\n", + "\n", + "Randomly sampling from prior.\n", + "\tEvaluating point: [-7.43751104 3.83322458 -1.65820186]\n", + "\tLog-likelihood -18197.732060368326\n", + "\tTotal execution time: 0.002800416201353073 s\n", + "\n", + "Randomly sampling from prior.\n", + "\tEvaluating point: [-2.06838545 0.93330396 1.0665458 ]\n", + "\tLog-likelihood -108.03886313649168\n", + "\tTotal execution time: 0.002597574144601822 s\n", + "\n", + "Average execution time: 0.0026684540013472238 s\n" + ] + }, + { + "data": { + "text/latex": [ + "$0.002668454 \\; \\mathrm{s}$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pipeline.test()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -166,7 +218,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Any IMAGINE `Pipeline` object comes with the method [`Pipeline.get_MAP()`](imagine.pipelines.rst#imagine.pipelines.pipeline.Pipeline.get_MAP),\n", + "Any IMAGINE `Pipeline` object comes with the method [Pipeline.get_MAP()](imagine.pipelines.rst#imagine.pipelines.pipeline.Pipeline.get_MAP),\n", "which maximizes the product of the likelihood and the prior,\n", "$\\hat{\\theta}_{\\rm MAP} = \\rm{arg}\\max_{\\theta} \\mathcal{L}(\\theta)\\pi(\\theta)\\,$,\n", "which corresponds to the mode of the posterior distribution, i.e.\n", @@ -176,16 +228,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "constant_B_By: 0.2494117592277611 uG\n", - "cos_therm_electrons_n0: 1.0006667988639713 1 / cm3\n", - "cos_therm_electrons_alpha: 0.4999535127397896 rad\n" + "constant_B_By: 0.24858178201289644 uG\n", + "cos_therm_electrons_n0: 1.0006675426910474 1 / cm3\n", + "cos_therm_electrons_alpha: 0.5027776818628544 rad\n" ] } ], @@ -207,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -218,15 +270,15 @@ "\n", " constant_B\n", "\t Bx \t 2.0 uG\n", - "\t By \t 0.2494117592277611 uG\n", + "\t By \t 0.24858178201289644 uG\n", "\t Bz \t 0.2 uG\n", "\n", " cos_therm_electrons\n", - "\t n0 \t 1.0006667988639713 1 / cm3\n", + "\t n0 \t 1.0006675426910474 1 / cm3\n", "\t a \t 1.0 rad / kpc\n", "\t b \t 0.0 rad / kpc\n", "\t c \t 0.0 rad / kpc\n", - "\t alpha \t 0.4999535127397896 rad\n", + "\t alpha \t 0.5027776818628544 rad\n", "\t beta \t 1.5707963267948966 rad\n", "\t gamma \t 1.5707963267948966 rad\n", "\n" @@ -234,7 +286,7 @@ }, { "data": { - "image/png": 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\n", 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KbKjanbpVg7UI+AAtBE47oxgEntyvM5CV7zq8BdZ/DR0e5MMR1+lexD5CC0FZkFsM4tLrsPyQkKAzkJWvWvwmeIKh4yNOJ1HFoIWgrKjdkphWr5GJP+SbgayUzzi2A9Z+AVH3QcWaTqdRxaCFoAyJvrL5HzOQJUdHWijfsngU+AVAp0edTqKKydZCICK9RWSziGwTkWcKub+fiKwRkdUiEisiXezMU9adnoF8e4XlTA4ZSWQtrdPKRyTtht+nQru7IbS202lUMdn2SSMi/sAYoA/QHBgsIs3POOwn4EpjTBvgPmCiXXl8RWiQBxPWmMis1bDC9b8O5St+exsQ6PKE00nURbBziYkOwDZjzA4AEZkG9AM2nD7AGHMi3/EVAWNjHp9gjbLoCJ99A0vfh6tGQGCI07GUOrfk/bDyU2hzh7UZk/I5dvY91AX25LuekHtbASLSX0Q2AXOwWgVnEZFhuV1HsYcPH7YlbJlz9dOQegRWfux0EqXOb8k7kJNlbcKkfJKdhaCw3anP+sZvjPnaGNMUuBl4rbAnMsZMMMZEGWOiwsLCvJuyrKrfEep3tprcWaecTqNU4U4chthJ0HogVI9wOo26SHYWggSgXr7r4cC+cx1sjFkEXC4iOu7stK5PQ8p+WD3F6SRKFW7pu9ZkyKufcjqJKgE7C8EKoJGIRIhIIDAImJX/ABG5QkQk93I7IBDQwfOnNewBl7aD30ZDdpbTaZQqKPUYLJ8ILQZAzSucTqNKwLZCYIzJAh4B5gEbgc+NMetFZLiIDM897BZgnYisxhphNNAY4/oTxnlErFZBYjysm+F0GqUKinkfMk9a/0aVTxNf+9yNiooysbGxTscoPTk5MK6LdTLuzzHgp3MLVBmQlgSjW0HD7jDwU6fTqCIQkThjTFRh9+mnSlnn5wdX/wWObIZNs51Oo5Rl+QQ4lQxd/+p0EuUFWgh8QYv+UP1ya3lfH2vBqfJl4Pil3DP2J6tbqHEfqNPa6UjKC85bCEQkRUSSC/lJEZHk0grpen7+VqvgwBrY+oPTaZSLpaRnUuHIOuJO1oRu2hooL85bCIwxocaYyoX8hBpjKpdWSIU1TrtKPVisrQLljLhdiWw6kMKPJyMYkvkCcVkNnY6kvKRYXUMicomIXHb6x65QqhD+Huj8OOxZBvG/Op1GuVDMjqMYY6wN6QnQZdLLkSIVAhHpKyJbgZ3AL0A88J2NuVRh2t4JlWrBov9zOolyoej6oQSSiR/ZuiF9OVPUFsFrQDSwxRgTAVwD/GZbKlW40zs/7fwFElw0hFaVCZGJ3zMl8HXahSbrhvTlTFELQaYx5ijgJyJ+xpgFQBv7YqlziroPgqvBopEMHL+UgeOXOp1IuUF2Fvz6FlUrgH+NhloEypmiFoIkEakELAImi8jbgK554IQKlSD6z7DlO+pn7nA6jXKLDTMhcSeXD3iJ6cM7OZ1GeVlRC0E/IA14Evge2A7cZFcodQEdHoTAUJonLWBvUppucq/slZNjbUpfswk0ucHpNMoGRSoExpiTxphsY0yWMeZjY8w7uV1FygnB1Yhr/Dj/PnE9CYmpDJkYo8VA2WfrPDi0wZrLokuclEtFHTU0QES2ishxnVBWNsSEXkcGAYCQmZWjQ/mUPYyxZrRXvQxa3up0GmWTopb3/wJ9jTFVdEJZ2RDd9DL8MfiTjcdfdCifssfORbA3Fjo/Af527myrnFTUv9mDxpiNtiZRxRJZvxqRtYTOR2fQqUVDIutf73QkVR4tftOau9JmiNNJlI2KWghiRWQ6MBPI2zfRGPOVHaFU0ZiQMJpnpBO5bQykDIfQWk5HUuVJQqw1Z6XXa+AJcjqNslFRC0FlIBW4Lt9tBtBC4KDpD3WEo5fAe1Gw9D24rtAtn5W6OItHQVBViLrX6STKZkUqBMYY/ZdQVtW4HFreArEfQpcnIaS604lUeXBwA2yeA92fhQqhTqdRNitSIRCRdwq5+TgQa4z5xruRVLF1+Qus/cLaLKT7M06nUeXBr6PAUxE6DHM6iSoFRR01FIS1pMTW3J/WQHXgfhEZbUsyVXS1mlsTfWLGwqkUp9MoX3dsh7VHdvv7tIXpEkUtBFcAPY0x7xpj3gWuBZoB/Sl43kA5petTkJ5kdREpVRK/vQ1+AdYCh8oViloI6gIV812vCFxqjMkm3ygi5aC6kdCwByx5DzLTnE6jfFXyPlg9xVryPLS202lUKSnOhLLVIjJJRD4CVgEjRaQi8KNd4VQxXf0UnDwEqz5zOonyVUvHQE62tQmSco2irjX0P6AT1jyCmUAXY8zE3DWIdOPSsqJBF6h3Ffz2DmRnOp1G+ZqTR62uxVa3QbUGTqdRpehCm9c3zf2zHVAH2APsBmrn3qbKEhG4+mk4vhvWfO50GuVDBo5fypdj/wGZqdYwZOUqFxo++hdgGPBmvtvy75ze0+uJVMk06gW1W8Gvb8GVg8DP3+lEygdkpKWwJymDuIihRF7S1Ok4qpSdt0VgjDk9iHgs0M8Y0wNYgDWH4Gmbs6mLIWKdKzi6FTbOcjqN8gFxuxJZdyCdd7P6MWTndbqkuQsV9WTxP4wxySLSBegFfIRVHFRZ1Kwv1GgEi960lhFW6jxi1m4kG8jBn8xsdElzFypqIcjO/fMGYFzubOJAeyKpEvPztzYRObgWtv7gdBpVlh3ZSvSal/CQDRg8AX66pLkLFbUQ7BWR8cDtwFwRqVCMxyontLoNqlwGi0dqq0AV7tgO+PgmIj07iQ7LIrxaCJMfiNaN6V2oqB/mtwPzgN7GmCSs5SUuOGxURHqLyGYR2SYiZy2CIyJDRGRN7s8SEbmyOOHVefh7oPNjsGcZr7w7noHjlzqdSJUlSbvh476QdQru/ob0SuHUrRqsRcClirr6aCr5lpw2xuwH9p/vMSLiD4zBOqeQAKwQkVnGmA35DtsJdDPGJIpIH2ACcFXx3oI6p7Z3waL/o/+JaWyooDVW5UreBx/fBKeS4e5ZUKsF0x9yOpRykp3dOx2AbcaYHcaYDGAa0C//AcaYJcaY00MUYoBwG/O4jycIOj5CZvoJ0o/u1tEgClIOWkXg5FG482u4tI3TiVQZYGchqIs1Ae20hNzbzuV+4LvC7hCRYSISKyKxhw8f9mLE8i+u1i0MyXietckhDJkYo8XAzU4egU/6QvJ+uPNLCI90OpEqI+wsBFLIbYWetRSRHliF4O+F3W+MmWCMiTLGRIWFhXkxYvkXsyeNUwSQgx+ZWTk6NNCtUo/BJzdDYjzcMR0ui3Y6kSpDirpV5cVIAOrlux4O7DvzIBFpDUwE+hhj9FPKy6Ib1kDEDz+TjQejQwNd5PQAgen3NIfPBsCRzTB4GkRc7XAyVdbY2SJYATQSkQgRCQQGAQWmuorIZVgnoe8yxmyxMYtrRdavRtPaoVwXspXJnteIDNxz4QepciElPZNDicnEffAoHFgHt38KV1zjdCxVBtlWCIwxWcAjWMNONwKfG2PWi8hwERmee9iLQA3gfRFZLSKxduVxs9AgD+lhrYkMPgS//MfpOKoUxO1KZNOBFHYlZTBk783EdZsETXo7HUuVUXZ2DWGMmQvMPeO2cfkuPwA8YGcGBdMf6mhdWPgwLHwD9v8OdXQ4aXkWs+MoxuRg8CNTAonJaYqeGlbnorOD3SR6OARVgYX/djqJsll0baECmfiRgyfAX88NqfPSQuAmQVWg46OweS7sW+V0GmWjyPgP+DTwXzSpkq3LRqgL0kLgNlc9BMHVtFVQnh3fC7EfklKxAZWr19IioC5IC4HbBFWGjo/Alu9hb5zTaZQdFr8JJoeew0b+cX5IqfPQQuBGVz0EwdVhwb+cTqK8LWk3rPwE2t0F1eo7nUb5CC0EblQhFDo9Ctt+gD0rnE6jvOmX/4L4WXtXK1VEWgjcqsMwCKkBC7VVUG4c3Q6rp0DUvVDlfMt6KVWQFgK3qlAJOj0G23+CPcudTqO84Zf/gn8gdPmL00mUj9FC4GYdHoSQmrDgDaeTqJI6vAXWfg4dHoDQWk6nUT5GC4GbBVaEzo/DjgWwO8bpNKokFv4LAoKh8xNOJ1E+SAuB27W/HyqGaavAlx1cD+u/smaOV6zpdBrlg7QQuF1gRetb5M5fYNcSp9Ooi7HgDaiQOz9EqYughUBB1H1Q8RJY8AYDxy/Vje59yb7VsOlb6PgwhFR3Oo3yUVoIFASGQJcnIX4xzU6tcTqNKo4Fb0BQVYge4XQS5cO0EChL1L1QqTYtk35mb1Ka7m3sC/asgK3zoPNj1oKCSl0kLQTK4gkmrvnf+UfqQPYmpupG975gwevW8N8ODzmdRPk4LQQqT0xgJzIIwCC60X0ZNnD8Ul569wNr2G+XJ6zJgUqVgBYClSe6US38AH+y8fjpRvdlljHcnvIxVKoFUfc7nUaVA7ZuVal8S2T9ajSpXZmOx2bSp+IWIi/Vjc7LorATG1iYGkF6m/uJDAxxOo4qB7RFoAqoFFyBnJpNiUz7DWLedzqOOkNc/DF+OFKTN7NuY8iS2noeR3mFtghUAdZGJh1h6iJYPAra3gWVLnE6lsoVs3RR7k7E/mRmW+dxdAcyVVLaIlCF6/UqZKVbI1NU2ZCRSvTu8XjIBsAT4KfncZRXaCFQhat5BbR/0Nrt6uB6p9MogN/eJjJtCT1rHie8WrBuSq+8RguBOrduf7PWsJn3HBjjdBp3S9oNv42GlrdwLLQJdasGaxFQXqPnCNS5hVSH7s/A98/A1h+g8XVOJ3KvH14EBK59helV6zmdRpUz2iJQ5xd1P1S/HOY/D9mZTqdxp/jfYP3X1uQxLQLKBloI1PkFBMJ1r8GRLRD3kdNp3CcnG777O1SpZ20tqpQNtBCoC2tyPTS42lrpMi3J6TTusvITOLjWGsWlk8eUTbQQqAsTgT+9DmmJsHik02ncIy0Jfn4NLusELfo7nUaVY7YWAhHpLSKbRWSbiDxTyP1NRWSpiJwSkaftzKJKqM6V0GYIxIyDYzucTuMOv/wXUo9Bn39bxVgpm9hWCETEHxgD9AGaA4NFpPkZhx0DHgP0a6Yv6PkP8A+EH15yOkn5d3gzLB8PkfdYRVgpG9nZIugAbDPG7DDGZADTgH75DzDGHDLGrAB0OIovqFzHGrmycRYvvfuBbmlpF2Pg+2fBUxF6vuB0GuUCdhaCusCefNcTcm8rNhEZJiKxIhJ7+PBhr4RTF6njIxB6KXcnj0dMjtNpyqet82H7T9D971CxptNplAvYWQgK69S8qOmpxpgJxpgoY0xUWFhYCWOpEgkMgWtfIukUeI6s19UvvS0rw2oN1GhkLfGhVCmwc2ZxApB/9ks4sM/G11OlJK5KL+7ICCIzw48VH8Qw+UFd86akTnezTW+5Ao5thyEzrDkcSpUCO1sEK4BGIhIhIoHAIGCWja+nSknMzkROEWAthZyVpVtaekmV7ERrpFCjP0Gja52Oo1zEthaBMSZLRB4B5gH+wIfGmPUiMjz3/nEiUhuIBSoDOSLyBNDcGJNsVy5VctENa+AnAiYHD5lEB+4ErnA6lk9LSc8kPDGWOFOXyD+94XQc5TK2LjpnjJkLzD3jtnH5Lh/A6jJSPiSyfjWa1g7lZFo6ozwfEhmzCdotheCqTkfzSXG7Etl8IJlNpg1z/Now+WQNIvUcsSpFuvqouihzH+9qXdhbAyb2slYo7T/u/A9ShYrZegBjcqyuNoPuOqZKnS4xoUqmbiRc/RT8PhU2fut0Gp8UfWg6gWQhGN11TDlCC4Equa5/hdqt4Nsn4OQRp9P4lk1zidzyFiMqL6VutRDddUw5QguBKrmAQOg/3lok7dsndTezoko5ALMegdqtWV79Rt11TDlGzxEo76jVAno8Bz+9AutmQKtbnU5UtuXkwMwRkJEKt0xkclgTpxMpF9MWgfKeTo9BeHuY8xQk73c6Tdm2fDxs/9la3luLgHKYFgLlPf4BcPM4yDoFsx7VLqJzObDO2oO4cR+Ius/pNEppIVBeVvMK6PUKbPvB2l1LFZSZBl89CEFVod97us+AKhP0HIHyvvYPwsbZMO85aNidgZ9bS0xNf6ijw8HKgB9fhkMbrLWEbFpZNDMzk4SEBNLT0215flW2BQUFER4ejsfjKfJjtBAo7/Pzg35jYGxn+OZhxDyLEW18svUHWDYOrhph61pCCQkJhIaG0qBBA0RbHK5ijOHo0aMkJCQQERFR5Mfp/05lj2r1ofcbEL+YFscXsDcpzd1LVp84DDP/DJc0h2tftvWl0tPTqVGjhhYBFxIRatSoUezWoLYIlH3a3kVc7DIm72hOOqkMmRjjuglTA8cvBWOYXvltSD8Od88ET5Dtr6tFwL0u5u9eWwTKPiLEXPYAGQQAQmZWjiuXrO6VOge2fA+9XrXmWyhVxmghULaKbtYAQfAn21qyul6w05FKVdCJBFKP7SXu0sFw1UNOxyk1IsJdd92Vdz0rK4uwsDBuvPHGAsf169ePjh0LDiJ4+eWXqVu3Lm3atKFly5bMmmXvNiYLFy48K9fFHOPLtBAoW0XWr0aTOlWICj3GZM8bRC75szXPwAXiNu8i5nAAo7MGMGR3X+J2JzkdqdRUrFiRdevWkZaWBsAPP/xA3boFtyxPSkpi5cqVJCUlsXPnzgL3Pfnkk6xevZovvviC++67j5wc3R/bTnqOQNkuNMgDQU2IvOoJa1mFr4bBrR+Cn7/T0eyTlkjMzDFk0sVaXjrbOLO89HfPwIG13n3O2q2gz78veFifPn2YM2cOt956K1OnTmXw4MEsXrw47/4ZM2Zw0003UatWLaZNm8azzz571nM0a9aMgIAAjhw5wiWXXJJ3+8svv8zOnTvZv38/W7ZsYdSoUcTExPDdd99Rt25dZs+ejcfj4aeffuLpp58mKyuL9u3bM3bsWCpUqMD333/PE088Qc2aNWnXrl3e8548eZJHH32UtWvXkpWVxcsvv0y/fv1K+Asr+7RFoGw3/aGO1hyCNnfAda/DhpnWMhTldeZxWhJ82p/otEUI1ok7Ny4vPWjQIKZNm0Z6ejpr1qzhqquuKnD/6eIwePBgpk6dWuhzLFu2DD8/P8LCws66b/v27cyZM4dvvvmGO++8kx49erB27VqCg4OZM2cO6enpDB06lOnTp+d9sI8dO5b09HQefPBBZs+ezeLFizlw4EDec77++uv07NmTFStWsGDBAv76179y8uRJ7/5iyiBtEajS1ekRSD0Cv74FITXgmhecTuRd6cfh0/5wYB2Rd0ymyXfBJKdn8fagts6MlirCN3e7tG7dmvj4eKZOncr1119f4L6DBw+ybds2unTpgogQEBDAunXraNmyJQBvvfUWn332GaGhoUyfPr3QkTB9+vTB4/HQqlUrsrOz6d27NwCtWrUiPj6ezZs3ExERQePGjQG45557GDNmDN27dyciIoJGjRoBcOeddzJhwgQA5s+fz6xZsxg5ciRgDcXdvXu3Pb+gMkQLgSp917wEqUdh8UgIqQ4dH3Y6kXekJ8OnA6yumIGfQuM/EbpgKaFBHlcNmc2vb9++PP300yxcuJCjR/8YMTZ9+nQSExPzJj0lJyczbdo0/vnPfwLWOYKnn376vM9doUIFAPz8/PB4PHnFws/Pj6ysLMx5WpznGmJpjGHGjBk0aVJwIcCDBw9e4J36Nu0aUqVPBG4cDc1uspahWF14t4BPOZUCn90C+1fD7R9Dkz5Avm4xl7rvvvt48cUXadWqVYHbp06dyvfff098fDzx8fHExcUxbdo0r75206ZNiY+PZ9u2bQB8+umndOvWjaZNm7Jz5062b9+el+W0P/3pT7z77rt5RWTVqlVezVRWaSFQzvDzh1v+BxHd4JuHYfN3DBy/1JqA5WtOpcBnt8K+lXDbR9D0BqcTlRnh4eE8/vjjBW6Lj49n9+7dREdH590WERFB5cqVWbZsmddeOygoiEmTJnHbbbfRqlUr/Pz8GD58OEFBQUyYMIEbbriBLl26UL9+/bzHvPDCC2RmZtK6dWtatmzJCy+Us67Lc5DzNZ/KoqioKBMbG+t0DOUtp1Lg45vg0EZervwaGyu08q1v0KdOwORbYc9yuG0SNHd+hMnGjRtp1qyZ0zGUgwr7NyAiccaYqMKO1xaBclaFUGslzir1uO7Ix6Qe3Vvm1yTKa7lknIQpt1tF4JaJZaIIKHUxtBAo51WsQVzPz7g342nWJwcyZPyvxK3b6HSq86qQkw5TBsLupTBgArQc4HQkpS6aFgJVJsQcCuAUHmvyVY4hZtob8NGN8Pt0a1/fMzh5PuFU2gkaHPiOuB0Hof8E3Z9Z+TwtBKpMiG5YAz85PfkqgOioDnB8D3w9DN5sArMes7pgnDynlZNN3PwpbDxwgs9OdWFI9kvEVbFvXwGlSovOI1BlQmT9ajStHZpv8tX1kPMw7F4CqybD2i9g5cdQszG0GQKpV7A3I4S4XYmlM0Z/+88w/wVi9jYkk9vJwY/MHJxZNsIGp1tXPnWiXnmNtghUmREa5KFu1eA/Plj9/KBBF+g/Fp7eAn3fheDqxM3/jN8PZrAv8SRDJiwhLv6IfaEObbSGhn7aH06lEH3tLZC725obl41Q5ZMWAlVmnHfyVYVQaHc33D+PmKvG5J5P8CMzO5uYz16BxW/CiUNnPaw45xIKHHviEMx+AsZ2srqker0Gj6wgsvvNNK0dSni1YNdtsmOH66+/nqSkpPMe8+KLL/Ljjz9e1POX5vLRF/Na3bt350LD4UePHk1q6tnnybzJ1q4hEekNvA34AxONMf8+437Jvf96IBUYaoxZaWcm5fuiWzZGfj2CMeDx9yO6Rir89Cos+Bc0uxGi7rdaEsXcqSklPZOTaenEfTOGyPX/gqw0aP8gdPs7VPzjm//cx7t6+y05LiU9k+T0rFLrajPGYIxh7ty5Fzz21VdftT1PWTZ69GjuvPNOQkJCbHsN21oEIuIPjAH6AM2BwSLS/IzD+gCNcn+GAWPtyqPKj9PnE8KrBTN5WGciR/wPHl4BHYbB9gXw8Y3wXntY+j5ZaccL3y856xQk77PWBdqxkLgFX7FlfxJ7ktIZsrQOcZf0hz/HwPX/LVAEyqO4XYlsOpBCQmIaQybGeGUex6hRo2jZsiUtW7Zk9OjRgDWjuFmzZvz5z3+mXbt27NmzhwYNGnDkiNW199prr9G0aVN69erF4MGD8xZ+Gzp0KF9++SUADRo04KWXXqJdu3a0atWKTZs2AbB8+XI6depE27Zt6dSpE5s3bz5vvo8++oibb76Zm266iYiICN577z1GjRpF27ZtiY6O5tixYwCsXr2a6OhoWrduTf/+/UlMtH4327Zt49prr+XKK6+kXbt2ectVnLZixQratm3Ljh07CtyelpbGoEGDaN26NQMHDszbrwFgxIgRREVF0aJFC1566SUA3nnnHfbt20ePHj3o0aPHOY8rKTu7hjoA24wxO4wxGcA04MwZN/2AT4wlBqgqInVszKTKibPOJ4Q1ht5vwFOb4OZxEFyNuO8+ZP2BVOtcwrhFxL1zB4xuBW/UhX9eAqOawbgu8Ek/Yn76mhywhq9KBWIufxxqNnL0PZaWmB1HyckdjOWN7UTj4uKYNGkSy5YtIyYmhg8++CBvzZ7Nmzdz9913s2rVqgJLO8TGxjJjxgxWrVrFV199dd7ukpo1a7Jy5UpGjBiRVyyaNm3KokWLWLVqFa+++irPPffcBXOuW7eOKVOmsHz5cp5//nlCQkJYtWoVHTt25JNPPgHg7rvv5j//+Q9r1qyhVatWvPLKKwAMGTKEhx9+mN9//50lS5ZQp84fH1tLlixh+PDhfPPNNzRs2LDAa44dO5aQkBDWrFnD888/T1xcXN59r7/+OrGxsaxZs4ZffvmFNWvW8Nhjj3HppZeyYMECFixYcM7jSsrOrqG6wJ581xOAq4pwTF1gf/6DRGQYVouByy67zOtBle8557kETzC0GQxtBhMz61dOLUnE4EemMcRkNyGyfiVr+euQ6rl/Wj/RSRVh+j4w7jsJbA3dhRwvvfdff/2V/v37U7FiRQAGDBjA4sWL6du3L/Xr1y+wxlD+x/Tr14/gYGsr05tuuumczz9ggDV5LzIykq+++gqA48ePc88997B161ZEhMzMzAvm7NGjB6GhoYSGhlKlSpW812zVqhVr1qzh+PHjJCUl0a1bN8Baxvq2224jJSWFvXv30r9/f8Ba0+i0jRs3MmzYMObPn8+ll1561msuWrSIxx57DLCW6W7dunXefZ9//jkTJkwgKyuL/fv3s2HDhgL3F/e44rCzEBTWQXvmIPCiHIMxZgIwAay1hkoeTblB9JUtkKVLrHMJHg/RAx6Dc/R/RwJNf0lxdu8Ah5w9dLdk7/1865edLg7FecyZTi8/7e/vT1ZWFmAtFtejRw++/vpr4uPj6d69e5GfB6ylq/Mva336eYubtU6dOqSnp7Nq1apCCwEUvgT2zp07GTlyJCtWrKBatWoMHTqU9PT0iz6uuOzsGkoA6uW7Hg7su4hjlLooBc4lFGGEz1ndTS7izffetWtXZs6cSWpqKidPnuTrr7/m6quvPu9junTpwuzZs0lPT+fEiRPMmTOnWK95/PjxvD2RP/roo4uNXkCVKlWoVq1a3vaap5exrly5MuHh4cycOROAU6dO5Y3qqVq1KnPmzOG5555j4cKFZz1n165dmTx5MmB1TZ3u1klOTqZixYpUqVKFgwcP8t133+U9JjQ0lJSUlAseVxJ2tghWAI1EJALYCwwC7jjjmFnAIyIyDavb6LgxZj9KeUlokKfIG8PoZCrvaNeuHUOHDqVDhw4APPDAA7Rt25b4+PhzPqZ9+/b07duXK6+8kvr16xMVFUWVKlWK/Jp/+9vfuOeeexg1ahQ9e/Ys6VvI8/HHHzN8+HBSU1Np2LAhkyZNAqyi8NBDD/Hiiy/i8Xj44osv8h5Tq1YtZs+eTZ8+ffjwww8LbNE5YsQI7r33Xlq3bk2bNm3yfkdXXnklbdu2pUWLFjRs2JDOnTvnPWbYsGH06dOHOnXqsGDBgnMeVxK2LkMtItcDo7GGj35ojHldRIYDGGPG5Q4ffQ/ojTV89F5jzHkH1eoy1Eqdn68uQ33ixAkqVapEamoqXbt2ZcKECQU2lldFV9xlqG2dR2CMmQvMPeO2cfkuG6Cc7FOolCqJYcOGsWHDBtLT07nnnnu0CJQiXWtIKVUmTJkyxekIrqVLTChVDvnazoPKey7m714LgVLlTFBQEEePHtVi4ELGGI4ePVpgbkNRaNeQUuVMeHg4CQkJHD582OkoygFBQUGEh4cX6zFaCJQqZzweDxEREU7HUD5Eu4aUUsrltBAopZTLaSFQSimXs3VmsR1E5DCw6yIfXhOwcV/DUuHr78HX84Pvvwdfzw++/x6cyF/fGBNW2B0+VwhKQkRizzXF2lf4+nvw9fzg++/B1/OD77+HspZfu4aUUsrltBAopZTLua0QTHA6gBf4+nvw9fzg++/B1/OD77+HMpXfVecIlFJKnc1tLQKllFJn0EKglFIu55pCICK9RWSziGwTkWeczlNcIvKhiBwSkXVOZ7kYIlJPRBaIyEYRWS8ijzudqThEJEhElovI77n5X3E608UQEX8RWSUi3zqd5WKISLyIrBWR1SLik1sVikhVEflSRDbl/n9wfI9UV5wjEBF/YAvQC0jA2k95sDFmg6PBikFEugIngE+MMS2dzlNcIlIHqGOMWSkioUAccLOv/B3kbqta0RhzQkQ8wK/A48aYGIejFYuI/AWIAiobY250Ok9xiUg8EGWM8dnJZCLyMbDYGDNRRAKBEGNMkpOZ3NIi6ABsM8bsMMZkANOAfg5nKhZjzCLgmNM5LpYxZr8xZmXu5RRgI1DX2VRFZywncq96cn986luUiIQDNwATnc7iViJSGegK/A/AGJPhdBEA9xSCusCefNcT8KEPofJGRBoAbYFlDkcpltxuldXAIeAHY4xP5QdGA38DchzOURIGmC8icSIyzOkwF6EhcBiYlNtFN1FEKjodyi2FQAq5zae+zZUXIlIJmAE8YYxJdjpPcRhjso0xbYBwoIOI+EwXnYjcCBwyxsQ5naWEOhtj2gF9gIdzu0x9SQDQDhhrjGkLnAQcP2fplkKQANTLdz0c2OdQFtfK7VufAUw2xnzldJ6LlduUXwj0djZJsXQG+ub2sU8DeorIZ85GKj5jzL7cPw8BX2N1+/qSBCAhX2vyS6zC4Ci3FIIVQCMRicg9OTMImOVwJlfJPdn6P2CjMWaU03mKS0TCRKRq7uVg4Fpgk6OhisEY86wxJtwY0wDr3//Pxpg7HY5VLCJSMXegAbndKdcBPjWKzhhzANgjIk1yb7oGcHzAhCu2qjTGZInII8A8wB/40Biz3uFYxSIiU4HuQE0RSQBeMsb8z9lUxdIZuAtYm9vPDvCcMWauc5GKpQ7wce4IND/gc2OMTw7B9GG1gK+t7xQEAFOMMd87G+miPApMzv1SugO41+E87hg+qpRS6tzc0jWklFLqHLQQKKWUy2khUEopl9NCoJRSLqeFQCmlXE4LgVJKuZwWAqWUcjktBEqVkIi0F5E1uXsWVMzdr8Bn1iFSSieUKeUFIvJPIAgIxlpL5l8OR1KqyLQQKOUFucsFrADSgU7GmGyHIylVZNo1pJR3VAcqAaFYLQOlfIa2CJTyAhGZhbW8cwTWlpyPOBxJqSJzxeqjStlJRO4GsowxU3JXJ10iIj2NMT87nU2potAWgVJKuZyeI1BKKZfTQqCUUi6nhUAppVxOC4FSSrmcFgKllHI5LQRKKeVyWgiUUsrl/h+mhrii3lBrQgAAAABJRU5ErkJggg==\n", 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" ] @@ -266,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -309,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -329,9 +381,9 @@ "plt.figure(figsize=(14,3))\n", "for i, pname in enumerate(pipeline.priors):\n", " prior = pipeline.priors[pname]\n", - " x = np.linspace(*prior.range, 60)\n", + " t = np.linspace(*prior.range, 60)\n", " plt.subplot(1,3,i+1)\n", - " plt.plot(x, prior.pdf(x))\n", + " plt.plot(t, prior.pdf(t))\n", " plt.xlabel('{} [{}]'.format(pname, prior.unit))\n", "plt.suptitle('Prior distributions');" ] @@ -373,31 +425,31 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "21651it [09:53, 36.45it/s, batch: 22 | bound: 45 | nc: 1 | ncall: 235670 | eff(%): 9.187 | loglstar: -inf < -0.004 < -0.924 | logz: -4.009 +/- 0.097 | stop: 0.985] \n" + "21586it [09:40, 37.19it/s, batch: 22 | bound: 51 | nc: 10 | ncall: 231179 | eff(%): 9.337 | loglstar: -9.219 < -0.002 < -0.318 | logz: -4.079 +/- 0.095 | stop: 0.955] \n" ] } ], "source": [ - "pipeline.sampling_controllers = {'nlive_init': 50, 'pfrac':1}\n", + "pipeline.sampling_controllers = {'nlive_init': 70, 'pfrac':1}\n", "# Runs the pipeline\n", "pipeline();" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -410,8 +462,8 @@ ], "source": [ "pipeline.corner_plot(truths_dict= {'constant_B_By': 0.5 ,\n", - " 'cos_therm_electrons_n0': 0.5,\n", - " 'cos_therm_electrons_alpha': 0.5});" + " 'cos_therm_electrons_n0': 0.5,\n", + " 'cos_therm_electrons_alpha': 0.5});" ] }, { @@ -435,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +499,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -458,16 +510,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 500/500 [00:26<00:00, 18.63it/s]\n", - "100%|██████████| 500/500 [00:26<00:00, 18.68it/s]\n", - "100%|██████████| 500/500 [00:26<00:00, 19.10it/s]\n" + "100%|██████████| 500/500 [00:27<00:00, 18.30it/s]\n", + "100%|██████████| 500/500 [00:27<00:00, 18.46it/s]\n", + "100%|██████████| 500/500 [00:26<00:00, 18.72it/s]\n" ] }, { @@ -485,7 +537,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -498,7 +550,7 @@ { "data": { "text/latex": [ - "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+2.8}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.31^{+0.93}_{-0.27}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.3^{+1.5}_{-1.7}\\,\\mathrm{rad}\\\\$" + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.4^{+2.8}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.32^{+0.76}_{-0.28}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.5}_{-1.9}\\,\\mathrm{rad}\\\\$" ], "text/plain": [ "" @@ -506,10 +558,25 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Has the run converged yet? False\n" + ] } ], "source": [ - "pipeline_emcee();" + "pipeline_emcee();\n", + "print('Has the run converged yet?', pipeline_emcee.converged)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can see that the above EmceePipeline ran only for about 1.5 minute and *did not converge*, but this could already provide some insight in its posterior contours. If we call the pipeline again it will resume the work." ] }, { @@ -517,6 +584,52 @@ "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:26<00:00, 18.84it/s]\n", + "100%|██████████| 500/500 [00:27<00:00, 18.47it/s]\n", + "100%|██████████| 500/500 [00:26<00:00, 18.54it/s]\n" + ] + }, + { + "data": { + "text/markdown": [ + "\n", + "**Posterior report:**" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\\\ \\text{ constant_B_By: }\\; 0.5^{+3.2}_{-0.4}\\,\\mathrm{\\mu G}\\\\\\\\ \\text{ cos_therm_electrons_n0: }\\; 0.27^{+0.82}_{-0.23}\\,\\mathrm{cm^{-3}}\\\\\\\\ \\text{ cos_therm_electrons_alpha: }\\; 0.4^{+1.4}_{-1.8}\\,\\mathrm{rad}\\\\$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", @@ -526,6 +639,7 @@ } ], "source": [ + "pipeline_emcee();\n", "print('Has the run converged yet?', pipeline_emcee.converged)" ] }, @@ -533,10 +647,210 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Constraining parameters stochastic fields\n", + "## Constraining parameters of stochastic fields\n", "\n", - "So far, we only worked with deterministic fields. However, some of the fields modelled may display stochastic\n", - "components ..." + "So far, we only worked with deterministic fields. However, some of the fields modelled may be stochastic\n", + "components (i.e. the same choice of parameters may lead to different outputs).\n", + "A crucial example is the random (or \"small-scale) component of the Galactic magnetic field.\n", + "\n", + "IMAGINE deals with stochastic fields by evaluating an ensemble of realisations of the stochastic fields and accounting for their variability in the likelihood calculation. How exactly this is done depends on \n", + "\n", + "Let us look at an example. We will re-use some the elements of the previous sections, but we will assume that the magnetic field is comprised of two components: a large scale constant one (as before), and a Gaussian random field, with $\\langle b \\rangle = 0$ and\n", + "$(\\langle b^2)^{1/2} = 1\\mu{\\rm G}$. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "B_field_rnd = img.fields.NaiveGaussianMagneticField(\n", + " grid=one_d_grid, parameters={'a0': 0.0*u.microgauss, 'b0': 1*u.microgauss})\n", + "true_model_rnd = [ne_field, B_field, B_field_rnd]\n", + "\n", + "# Creates simulation from these fields\n", + "simulation = mock_generator(true_model_rnd)\n", + "\n", + "# Converts the simulation data into a mock observational data (including noise) \n", + "key = list(simulation.keys())[0]\n", + "sim_data = simulation[key].global_data.ravel()\n", + "err = 0.01\n", + "noise = np.random.normal(loc=0, scale=err, size=size)\n", + "mock_dset = img.observables.TabularDataset(data={'data': sim_data + noise,\n", + " 'x': x,\n", + " 'y': np.zeros_like(x),\n", + " 'z': np.zeros_like(x),\n", + " 'err': np.ones_like(x)*err},\n", + " units=u.microgauss*u.cm**-3, \n", + " name='test',\n", + " data_col='data',\n", + " err_col='err')\n", + "mock_measurements = img.observables.Measurements(mock_dset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As this pipeline will involve stochastic fields, we use the [EnsembleLikelihood](imagine.likelihoods.html#imagine.likelihoods.ensemble_likelihood.EnsembleLikelihood) class. \n", + "Oftentimes one does not know a priori what is the required ensemble size. For definiteness, we will\n", + "start with `ensemble_size=20`, run some diagnostics, and readjust the ensemble size later." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sampling centres of the parameter ranges.\n", + "\tEvaluating point: [2.5, 0.0]\n", + "\tLog-likelihood -41.1364592408928\n", + "\tTotal execution time: 0.021514978259801865 s\n", + "\n", + "Average execution time: 0.021514978259801865 s\n" + ] + }, + { + "data": { + "text/latex": [ + "$0.021514978 \\; \\mathrm{s}$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initializes the simulator and likelihood object, using the mock measurements\n", + "simulator = img.simulators.TestSimulator(mock_measurements)\n", + "likelihood = img.likelihoods.EnsembleLikelihood(mock_measurements)\n", + "\n", + "# Generates factories from the fields (any previous parameter choices become defaults)\n", + "ne_factory = img.fields.FieldFactory(ne_field, active_parameters=[])\n", + "\n", + "muG = u.microgauss\n", + "B_factory = img.fields.FieldFactory(B_field, active_parameters=['By'],\n", + " priors={'By': img.priors.FlatPrior(-5,5, u.microgauss)})\n", + "\n", + "\n", + "B_factory_rnd = img.fields.FieldFactory(B_field_rnd, active_parameters=['b0'],\n", + " priors={'b0': img.priors.FlatPrior(0,5, u.microgauss)})\n", + "\n", + "# Initializes the pipeline\n", + "pipeline = img.pipelines.MultinestPipeline(run_directory=img.rc['temp_dir']+'/fitting_rnd/',\n", + " factory_list=[B_factory_rnd, B_factory, ne_factory],\n", + " simulator=simulator, \n", + " likelihood=likelihood,\n", + " show_summary_reports=False,\n", + " ensemble_size=20)\n", + "# A quick test\n", + "pipeline.test(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, how to choose the ensemble size? The ensemble should be large enough to provide a good estimate ensemble likelihood. There are two facets of this: first, the likeliood value must converge (i.e. increasing the ensemble size should not affect the likelihood significantly); secondly, the dispersion of likelihood values (i.e. the variation of the likelihood due to different random numbers in for generating the ensemble), should be small.\n", + "\n", + "An IMAGINE pipeline comes with the [Pipeline.prepare_likelihood_convergence_report](imagine.pipelines.pipeline.Pipeline.prepare_likelihood_convergence_report) \n", + "for quickly examining these two aspects. \n", + "The method computes the likelihood for multiple ensemble sizes (allowing one to track the likelihood convergence)\n", + "and estimates the likelihood dispersion by bootstrapping the ensembles and taking the standard deviation\n", + "of the resampled likelihood values. Of course, the likelihood can only be computed for individual points in\n", + "the parameter space. The method addresses this by randomly drawing a number of points from the prior distribution\n", + "(optionally, for convenience, it also includes the centres of the intervals, to have a fixed and intuitive\n", + "reference point).\n", + "\n", + "One can either directly access the report data directly, using the method [Pipeline.prepare_likelihood_convergence_report](imagine.pipelines.pipeline.Pipeline.prepare_likelihood_convergence_report), or look at set of standard plot\n", + "containing it, using the method\n", + "[Pipeline.likelihood_convergence_report](imagine.pipelines.html#imagine.pipelines.pipeline.Pipeline.likelihood_convergence_report):" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+NpX0+yj2vYNi9Yf6eu8gV3n9fd8g0eu7+8sKRtD/QF1L0EnBw0P7S/pvBQHvJWb2kQKLrYh7B4WOzg6XHdhPwXT80TrXSjpY0mcVLKvxkpmd2ruqSip+u07HfQOgjwh4AwAqzWPqmgpaki4zs4sLOC/6JXNj6iZFD1/zivpOSit9SqP0NbWyieZLnx6rKUu+QstLLzO9jsN6WWZvRa/f39eWu2939yvcfaaCURkfV7BG1Yq0en1a0r0FBL178x7S/8bRz8nTvfycXFJgPfJy9yZ3/6qCqcnmSvqUgmnU1kayjZb0bUnXW4FzXabpTbtOz9vbqeQAAAAGBHd/XUHw9c5I8k/DEdXpEvlOamaT1LXOeIekt7n7+e5+i7u/Gn437Yic0u+jujO4VlJqRO47omvimtk4da2F3qH4AwdRO2tf+QoF0xpLwXf3283siALOi/4+burl7+PqIr+XUipFf6iv9w5yldfvffekr+/uje5+saSJko6Q9CUFQe7obHC7SvqFmf2ogCKLfe/gil5+Tu4rsB55uftid/+wglHYx0n6moKR8dGg+SxJNxR4DzGTYrdrAEVGwBsAUHHc/duKB70vN7OL8py2OrI9Kuz878w2Kf5E+9QCz9stsr027Vh0OqnelNem+Bf8TWFawWWa2QgVb33j6PuZUmCwtCRr07n78+7+U3c/x90nK1gbKrqu4ZuVfyq9Qv8m0Xzpf+Po52R3MyuL74ru3unuT7j79939VEkTJB2u+Bpi75J0ei+K73G7NrPx6prOXOr+ewQAAECacKrkc9UVKBmjeL8uJanvpMcqmE1ICkaq/ytP/t3yHC85d1+uYLpeKZgy/t2Rw2erawTlP8OHDjLZWfvKbZLOUDzofUcBQe/o76PQGeUqWY/7xeFnMto3Lva9g1zlJdF37837Kfq9g/Ch+Qfd/Vvu/g4FU2SfoGD0csoFZjY3T1HFvndQNp8Td29x93+6+1fC2UXGKrhP8Ewk27fDB5x6qtjtGkCRlcVNTAAAeipD0Pv7ZnZhjvyrFF+n6G0lqlpZcHeX9HQk6dB855hZjaSDIklPpmV5KrJ9UIFTSB8WPT+sV7SOz0aOH1xAeQep6yZUXz2rrtEQwyXtVcA5hdSxz9z9aXc/V9IvIsnvzHPawQV2/KPvIf1v/LSCqRulYP2rQwoor9+FAfCHJJ2m+CihfL+jTKLteraZjSngnGi7ft3dc63fDQAAgFAYoL0ikvQJM5uYlu1pJfOdNLom7QsF5D+yVBXpoehU5e/Nsp1tOvOduq/s7qmg961hUmqk9+E5Tnsksr23mU0uVf3KxDMKZgCQgimb9y3gnP3UNXK1Q/FgohTvY+W9FxGK9rHS+6lJ992fjmzPLfAhnJLfOwgD4Hcq+Mw+Fzl0cp5T8/6bGt5beHMkKf1v8mhk+ygzG5yvzCSEAfAbFCwpl3rop1bS8b0ortjtGkCREfAGAFSsMOj9pUjSD3IFvSXdFtm+sJfTH1eSeyLbHyjg/b5TwdOvkrRN0sNpx/+trhtP4ySdmKuw8HofyFKflHsj2+/LcDzdB/JnKYy7b5H0n0KvHz4Q8J5iXb9At0a2J+TJO1nS0bkyhFMcviuSFP39p9bIiv6d8s2ckKjwoYno5zrf7yiT+erq+FarsHb4wcj2vVlzAQAAIJPL1TXz0xBJn4keTPA7aWdkO+eUv2Y2TNL7Cyx3W+S8Qb2oVz5/jVzjSDObYmYz1RWsapZ0Y54ydtq+chj0Pl1dfat6BSO9Mwa93X2Rgj5CyoUlrWDC3L1J0hORpHkFnBbtDz3m7unrGUc/v+8IZ8jKKnzo5YQs55dD3/3f6pqdboK6lgrIdv2ZKjwg2mdhG78rkpSvX/xOM8s3c95xklKjoLdLeijt+EOSNobb9ZIKXT88Ee6+QcHfMaU39w6i7fIAM9svV+ZwWbqzI0mZ7okBKCIC3gCAiubu31L3oPcns2S/XF1PLh8o6SuFXifDqINKcJW6btq8UdJ52TKGnZ1LI0l/dPdN0TzuvlHSdZGk75lZrnXrPq7gyW+F9bgqQ55fR7YPNrP3ZsiTquOhKn7AOTpt+H+bWa6puD4laXpfL2hmg82svsDs0WmyGrPm6vJ9MxuS4/j31PUk/irFb2ylfDeyfbqZzSvgupKK9zkxs+FmVltg9p7+jmLCoHl0JP2Xc01vZmYnKv7E/P/19JoAAAADWRh4uDKSdL6ZNaRlS+I76WuR7RPDoFk2l6vwgMm6yHZvptHNKey3pYK5pqDPFO1X3RQGNXPZqfvKOYLeh2U5Jdr+PmlmxxV6rUr4fWTw88j2x83sDdkymtkBks6PJGXqD/1D0qJwe7Diszqkl2eSfqRg1K0kLZR0d4as/d53Twn/zbohkvS9MJjZTfh+fqgizExnZqN7sKRDT/rFwyV9J8d1h0q6LJJ0s7vHynT3VsX/rt8ys0JmB0hdozcB50zljM2fa4e+3jt4SV1LSEjSlXkeYvq6pNTDHpsl/aGn1wTQMwS8AQAVLwx6/08k6YpMQW93XyjpG5Gkr5jZ1dmmKDOzajM7zsx+qwqceih8v9GO64/N7OPpHSYzm6GgQzojTNqs4It5Jl+VlLpZMkvSnWa2e1p5VWZ2geKdn5+ET8qn1/ElSb+LJP0yU9DbzN4i6WYF3122px/vg2skLQi3hyl4PwemXdvC9vQtxdcc761dJC0zs8vN7KBMGcJrniDpa5Hk2/OU2yZpf0l/M7Nd0sobbGbfV7BmYsr/unt7eiHufr+C30vKr83se9k6kmHZ7zKzGyX9LU8dC/UmSUvM7KtmtneW61aHbeWCSHK+31E2V0haEW6PlfRPM9s/wzXPUvyhj1sKWNsRAAAA3X1fXf2KYZIujh5M6DvpPQpGQ0tB3+jqcIak6HVGmNkvFAT80ke1ZhOdavjMXtYtn/RpzQuazjxlIPSVI0Hv1EO/9ZL+niXo/Xt1jcaskXSbmX3OzOoy5JWZ1ZvZOWZ2j+IPc1SKa9U1LXmtgn7xMemZwn753yWlgnxPSvpjej5375T0+UjSOWZ2VfqD3+ED9L9SfO35z4Xnp0ui7x71NXXNeLevpJvTH24I3881kt5RpOu/S9IrZvYZM8sYwDezIRbMdHh6JLmQewfnm9llljYVeXgv4RZJb4jkzfYAzOXqWv5huKQHzewj2R5eN7OxZnaumf1HaTN79MEFZva0mX0s/T5I5LrDzey7Ch7mkYKHe+7MlLcAn1fXw0FHSLre0mYwMLNaM/umggcvUr5awINHAPoo15OKAAAU6nwzO6UH+b/s7sUKjEmS3P2bwYO0OzrpV5iZu/uP0rJ+VdI0dU2N/QFJ7zOzpyS9pOCmywhJuykYnZzqkK1TZfq0gi/1cxX8v/9jSZ83swcVvNcZCtaeS63H3S7pw5mC05Lk7q+Z2bkKOsTVCtZ+etnMHlDwJHadgi/90Rsjj0j6bI46XhSWM1PBlIa/N7OvhOd1KPg7HBDmvULSqQr+Pn3m7tvM7AOS/qmg0zxd0mNm9oiCaeyGhO9nSnjK5yT9oAiXHqXgpt7FZrZewVpQKxR0oMcr6FxGO7QLFDwlnstPFXSI3yppkZndp2AtvjEK1quKrk19vbv/qlsJXf6fgsD82xQ8mf5pBU/RP67g79wiaaSC9rOvgt+TFJ9mrq8mSvqyghHXqxX8jl5X0EYnKgiKRzu0D0j6U28u5O4bzOw9ku5Q0A72lPSkmT0q6UUFN33eLCk6iuAVSR/uzfUAAAAGOndfZ2Y/UfD9WgrW8v5eOJIypV+/k4bfCS9T8B1UCoLGbw+/E64I63K0gj5Ph6SPKR6Uz+Z6dU3X/J3wwdYX1BU8k6Rvpr33nrpdQZ91rOJrMK9RfKrjXHb6vrK7t5nZaQpG656orpHeJ7j7vyP5OszsTAW/uwMU9Ae+o6Bv8oiCflabpNEKHgTfS11B4Ov76/0US/h7OUfS/QqWL5so6R4ze0Zd61fvr64Z3KSgbZ3j7hkfSHf3P5vZkQpmfpOCh6/PMrN7Ja1W0O89VkGgNOUKd8/4+0uw7566/nwz+6y6+uVvlbQ4fMhhuYLf27EKPiMbw3wFz5SQw+4KZuO71MyWKljPfI2CfxMnKlgrfHQk/7XRtpzFlySlArIfDN/DBgUjoI9WMCo/5TPu/mKmQty9yczeqWBE/nQF7/0XCkbAP6zg301XcC9ijoJ+dmoARjGXBttP0k8UDPJYKOl5SWsVfCZ3VTC9fPRhle+4+7LeXMjdHzazzyuYPU8KZn9bGrbrZQr+FkdLis5acqOK2BYBZEfAGwBQDBPUs/VvxuTP0nNh0NvUNTr5h2HQ+8pIHpc0z8yeUPCE7mgFgdsD1fW0Z7ei1X29oorg7s1mdqyCp6ZTowkmK76OUMoqBcHuO/KUeZ2ZbZX0SwV/9xoFAdVuT4AreNr7XHffluFYqrx1YR1vVldgew/Fg4uS9BsFndZTc9Wvp9z9ETM7OazreAUdx0PCV8p2BWu33a6+d1S2K7i5lepEjpH0lhz571NwIyHfCJJNCp4kv1HSbEnHZ8n3O+UJ1Lp7q5m9Q0EH/VMKbijUSjosfGWyXcFDCsXQoiCwnfquOkHxNd3S/VXSh7KMBCiIu/8rHLFwrYKbCqbg5sHBGbLfLek96dO6AQAAoEcul/QJBYGI4ZI+KemS1MGEvpN+TUHQN7U+9xhJb0/Ls1HBGsZPF1jm1QqmGT9GwXfMTH2nHysIOPWKu283s78oPtW0JP0p06xOWcoYEH3lMLh7uoLA9IkK2t7fMwS914Wjv1MzZdUoaIPH5ii+RcV9CLjfhAHdwxU8RJzql++neJA75UlJZ4YzA+Qq8xNm9rqCGfkGK/hdvzND1m2Svubu385TXn/33dOv/yMLljr4toJ/iwar+78PqyWdoeCB/r5qUvAZS02PPlXxabmjOhVML39hAeU+oWBU/W8V/Bt3RoY8bZI+m2EQSUw4KOLA8NpnhHUdqdz9942Kz3zRF1si26b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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pipeline.likelihood_convergence_report(\n", + " min_Nens=10,\n", + " max_Nens=60,\n", + " n_points=7,\n", + " include_centre=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These plots indicate that the likelihood and its dispersion stabilise (approximately) between `ensemble_size=30` and `40`. Also, the dispersion is only of few percent for the points in the parameter space with the highest likelihood. Armed with this information we will provisionally set the ensemble size." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline.ensemble_size = 35" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "pipeline.sampling_controllers = {'evidence_tolerance': 0.5, 'n_live_points': 200}\n", + "pipeline();" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pipeline.corner_plot(truths_dict= {'constant_B_By': 0.5 ,\n", + " 'naive_gaussian_magnetic_field_b0': 1});" ] } ], From 01681f1696c7822501716d36b7aa6a87ee469b6a Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Sat, 19 Jun 2021 16:13:39 +0200 Subject: [PATCH 12/13] Implements BIC --- imagine/pipelines/pipeline.py | 36 +++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/imagine/pipelines/pipeline.py b/imagine/pipelines/pipeline.py index 1acaae0e..42ca0948 100644 --- a/imagine/pipelines/pipeline.py +++ b/imagine/pipelines/pipeline.py @@ -558,6 +558,42 @@ def MAP_simulation(self): self._MAP_simulation = self.simulator(self.MAP_model) return self._MAP_simulation + def get_BIC(self): + r""" + Computes the Bayesian Information Criterion (BIC), this is done + using the simple expression + + .. math:: + + BIC = k \ln n - 2 \ln L(\theta_{\rm MAP}) + + where :math:`k` is the number of parameters, :math:`n` is the total + number of data points, and :math:`\hat{L}` is the likelihood function + at a reference point :math:`\theta_{\rm MAP}. + + Traditionally, this information criterion uses maximum likelihood as + a reference point (i.e. :math:`\theta_{\rm MLE}`). + By default, however, this method uses the likelihod + at the MAP as the reference. motivated by the heuristic that, if the + choice of prior is a sensible one, the MAP a better representation of + the model performance than the MLE. + """ + k = len(self._active_parameters) + + # Counts the total number of datapoints/pixels + n = 0 + for key in self.likelihood.measurements: + obs = self.likelihood.measurements[key] + n += obs.shape[1] + + # Gets MAP + if self._MAP is None: + self.get_MAP() + # Evaluates the log likelihood at that value + logL = self._likelihood_function(self._MAP) + + return k*np.log(n) - 2*np.log(L) + @property def samples(self): """ From 4079dd3d0f50cdf811721da0d40a8e8a0a8ba085 Mon Sep 17 00:00:00 2001 From: "Luiz Felippe S. Rodrigues" Date: Mon, 21 Jun 2021 07:57:23 +0200 Subject: [PATCH 13/13] Corrects BIC calculation Also introduces a BIC property --- imagine/pipelines/pipeline.py | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/imagine/pipelines/pipeline.py b/imagine/pipelines/pipeline.py index 42ca0948..2a582888 100644 --- a/imagine/pipelines/pipeline.py +++ b/imagine/pipelines/pipeline.py @@ -142,6 +142,7 @@ def __init__(self, *, simulator, factory_list, likelihood, ensemble_size=1, self._MAP_simulation = None self._MAP_model = None self._MAP = None + self._BIC = None # Report settings self.show_summary_reports = show_summary_reports @@ -558,6 +559,12 @@ def MAP_simulation(self): self._MAP_simulation = self.simulator(self.MAP_model) return self._MAP_simulation + @property + def BIC(self): + if self._BIC is None: + self.get_BIC() + return self._BIC + def get_BIC(self): r""" Computes the Bayesian Information Criterion (BIC), this is done @@ -582,17 +589,21 @@ def get_BIC(self): # Counts the total number of datapoints/pixels n = 0 - for key in self.likelihood.measurements: - obs = self.likelihood.measurements[key] + for key in self.likelihood.measurement_dict: + obs = self.likelihood.measurement_dict[key] n += obs.shape[1] # Gets MAP if self._MAP is None: self.get_MAP() # Evaluates the log likelihood at that value - logL = self._likelihood_function(self._MAP) + # (the units need to be removed) + MAP = [param.value for param in self._MAP] + logL = self._likelihood_function(MAP) - return k*np.log(n) - 2*np.log(L) + self._BIC = k*np.log(n) - 2*logL + + return self._BIC @property def samples(self):