{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inversion of a 3D cube" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we show how to use a configuration file to run Hazel in a 3D cube, both in serial and parallel modes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Serial mode\n", "Let's first a set of observations obtained from the GREGOR telescope as example. The observations consisted of a scan of an active region in which filaments are seen when observed in the core of the He I 10830 A line. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2018.06.07\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as pl\n", "import hazel\n", "import h5py\n", "import scipy.io as io\n", "print(hazel.__version__)\n", "label = ['I', 'Q', 'U', 'V']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First read the observations and do some plots. The wavelength axis in the save file is given in displacement with respect to some reference wavelength, in this case 10830.0911 A." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['heperf', 'lambda'])\n", "210\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/matplotlib/figure.py:2267: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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p5iBlL0Gl60/jiDHMejLraz5R0jFnsfHy5gvLHPdZJ6wD8MqyYH10cOkZGmeQGK9tBG04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\nKvGzs7P29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Vb0GwQzfvTNwbpqvJuAF3cBiNHhqpfbS3J/2mMg5oTRcoZl4yU4frsndsFa\nFXR3Pp+3/qLf1Oxbz2DKEzwfDs+v9oX04Ge3270gkabT6ej1ygD2qmr1ucNwqulNJtJ+3+QIf9/f\n3492kmAceC7nm4jBxzk+s8iWPvmtrTClnl2dzWZ1f39fnz59ar4OvZ9OnxcZGmBNJpPabrf18ePH\nEZg2mUJb8cPWE9fkWvcow0FXAMhV1RIw5MvYXV9fj5LWqhNWwZ/ZZmwftJ17296wOfSKBYUZz82Q\no5csuMTf8Sz6kwC2qtoiVzP79uHIziQF9kLssk30gLT/ZtyzBOSXjj8EIP9tVf2V/v+3qupXv/D5\nVx0GNz4MdJKVzGzY2boBDd+ZuTLIqRrXJXN4msqfJ/hDkQEfKBMreler1cjpOPt6//59mwpiRTR7\nLAISceQeZDMQ3A9Do88Yp6ef3A/OM8jh/vTH+zhyD7PFPTn2GFMO5GlH52sJamYKcAh5LzOKDhLW\nA8umB54tA4NmzvEUlvXUU2vua2bbyXD1psTcN193OBxaPSeJgZMS6y2H24kOWCdyzA2eDXTdNs8Y\n+N4EJNscwcbO0UAzz/WYAVIJjPP5vJWOGLB4vBlHT1n7pwdQCPg4epgjbI2xt3ywDRyzddC6itxg\nEL+VufjG44/ui9FVfKWBjv0w40DgSnBVdaoXnUwmo1k5g6WqsY9PNhLdpl05nm6fdanqtCMPLBWJ\nHrbo8UL/AMT4QZMnXGPfgY4bXJicsW3iO+m3QS4lQembUmYGEfTf48W57JDEOfw2qcAP4NZ78TJe\nJI8AeC+ss4+Fne8RBy4Z4DPkYb9s3+rEqaray0YM3CklfHh4GO21bFKKNuE7rJPoKOcQ8/gbv5Mx\n0P7bY0PfHBOSTHFsNPjnesd3n5N6m2SM9Z7PqqqV6eCzXK/t2GG/l+PE+b/ky01kYO9OrrlfzqhR\nbmPbBvtYdw12wTVm9I0r8Pv2CT1s+UvHHwKQ/1VV/buTyeTfqar/q6r+06r6z+t5YUjv868+Uglz\nepMDoXA4eNqpJvuAAvQE5cwMoTrIcz87ZCuX20FW7DfxcOB8AUsfPnxoW7n5ne5Vp6CPUhDEkZWZ\nFNf9ZHt8vttrh2HDIFh4EYH73EtY+BtDTplafhwJltx2AyCu8X1dTmBAY0eUyYA/T91ygtVrD9dn\nQuB+OhBxv55j5HkGydl2HwYJDrz+sdP2dRkMkxnwfa0vlrnHN2Xas0UzKzgp17WZJUQHWTQCeIUx\nrnr5Vqke6LQsPFPh4Mz/Dw8P9eXLl1oul6PZEu864gSTIOm/c1wAyk7W/wQA+Y/ui50kZxLiRA/g\nk/WkthlABknUZHLalioDGDKDrQUMpe074DnIm8FN0EM7fC9s3WDeC5JhH0lKLR/6koktzCg60tse\nj3PQF9plgOzSFIMHrkH2adOOa8ly8jvjme3F5zHNb0Ywk5H07fy2L+7ZK7aVnxPDPTaMmUtMGBuS\nUK512UnV2G9krMAv2J/Tp4xfjgX2tYwLsyFJkvga5M55AEnX73Kgn/gntoJDRx1HTX5lEuIEBpnw\nJlJ0KQGxsZRLPKxjHl/bEKyx+2eAnLPNh8Ohbm5u2kw9DLeJJNsAfeR71/hz39eYaHzB1x5fu83b\n/1hV/0FV/TCZTP62qv7LYRj++8lk8l9U1f9Sz1sI/bNhGP63fzi/+/lXPmuUBTlzsBL3gDCf24ka\nBCXwcmBLIGWDxojtQDiHNrKwwswdigwzXHVSDhgyHCjbxTDw/G0Qi9NmexjaYOMkY/M1PebMjsAA\nxNcicwNkG5nBWII8gpSPBK/IyQ4w5eprbYQJvuykMRaDNhuQHVeCfAMwZ8e9diVrazDWA9SZSCTI\n9HP8PTqcMuR/v2WuB659H/fNn3scE4ATGP1M5IIjTMaR8+wE7aTT/tB5prW9JVZm/dh56gT38xRg\nTz8or7m7u6svX76MzplOp6MSKfcPZ+zPrDMELwOz3BbxDz3+FL7YPtgAjMNBCp8AIOTgOpguArrl\nYD3iM/SQEoX9ft8WFuc51nOzdzzXMQKwy70YQ651wLf+V51qK/0c7g9r6phEG5yUWQccS2y/VdXK\n9iA8SD56cqL9XndAG32OfZi/o50cPR/szzNBtx8xMLadVdXIlyRg98ym/SO2k0mIZyvtFxznWZBO\nfEUOlgUJeh4GWW6zn0E/7YeJv147kUnT8XgcbSmIv3Rd8eFwGCXUs9mppITyken0mT2nVMO4xjbB\n3y5t4VxKI/DR6Y+TEHmN3PL3xD3rrMG0fQkx5f7+vpX2LJfLUTkrwNfAFp9DUpRtta4YYyTm+drj\na3ex+M9e+fxfVNW/+NrPv+boKT6KjbAAilYAOw/uw/XOkA2sUoBV9QIIJjPmNmU2fTye6m+qThky\nG5EzdYwRVFVbKGSmFgNwEHA9nxeL4Gz529d4gYnZEh+c5/9fA242MsvZ/bc8EoQhF66hTWZmMtOl\nPQZueV9nyHbWuW1RBlY7a7MWvifPcVmO5WNHiQN0Mmdgzvnp9B04aB/9T7lnkueFeanLKR/k6fOc\nOCYIyrZmgPF90d0M1AQAA3zubz3FNngzlV/Kwvm9MXLbk6lxXx0AkBtlFU5Gc9wZW5w1DLJZKQ7s\ny6DIgPmPAZD/VL7Yumt7x386gTgcDu3Vt4wFY54AhXv0fIZt1VPkjF/VmN3yGNsf81wSdM+E8TY0\n11hyb5cI8CzaxTRu1cke2fc2gSuAx7W7Jhnw2SkH2gBgpg6cWUF8AyDQsuyNn8Enn9nXEVfwr44v\nLkXwDBhj02PhMiGFIe/5BsbQf3tsrVvIxWNt+6+qtpBxGIbR34zFYrFof5tEor3GCAbqMKj2K7TB\nyZB9v+2Ew7v82IcnCDWQsy838+y2eVs2J3jYTPpurjdpkbEnGVru5cTf44WdOHkg0UNOfgZtgtCD\nzTZm84y2ZWmi0DN99hEcvif9+FYf/ObepIczwVnZqOzkvEF61ctV9NwLJ8Dg2CkS5MhWLWw7dYJ1\nvknt/v6+MV0oLPc1YFmv16MN0a04DLZri4ZhGNUeV52cPHLAEdu4c/sZ2GYrMs8xA5FgnCDB/cnI\n7eQMbOzgDXATFFXVCDzYIB1MHh8f21v3MEQACn2ww7EM0hCRBXLggKFhLJ2AuJaUftnIp9Pp6PkJ\n8DnfrKdZlXTG6K6DAp8bjHoqOksVHFjcz14dlsGgv3cgJFDn60atG8gQh4bDpj9sWYVN2s6ceDD1\nDYNcVbXZbEbnsKjEybGnpp0A006Da2yPseDajx8/tm2dFotFrVarWi6Xo4TV4+MaO+uZ74vvMZBI\n5/2WD/qLj3UC5rHGD/NWLuv809NT7ff7BnJzatn+OmfljsfnRX/39/ftDWo9EG0gxUE7bWf4WV6g\nxAp+XuJEP+/u7urm5qY2m0271/39fS0Wi/rw4UOb3cD3A55ub2/b9oDcBz1AHuykYJC92WyaL/F2\njAbH2+22drvdC2BrGzdwNuh0/buJCPQd30g8YMEUdooMDFzw+wCSHBMDSfrk79i5wfGS5INXcruE\nEJbR/hBdMjkA2w7gms1mbTcRYiGxn2s8a0CCh96TYBkUMrYeV/wI4+Vzkc/T01PTCcdKv72TttuG\n8IvMogzD0GqJ7X94BjrvmGEWnzgxnU5bzfYwPL+0hhIpxpe3A+LHDZbN6vr5k8lpETaxIHcCY1zx\npWzPybordiRhH3E+gy02q8zziEnomXGjEz3H2q893hxAxgEwoFXjLdS8/2QPtBn4VY2npPke5TXb\nZ6HbcKrGe+CidJ6iMyDl8BSN2S/XDhnAGZjj3NwurjerYsam6rTqlcBMm3pZk6dHcQJWoswOzXTQ\nJ0CVM2tkjmPmf5xub9rDMwaWJ39jGMiT7zNBcmLkTNjZJucaMJqZxHAzECMHt9MB32NXdQJEOGL+\nR+cwYgIKfXQwMRNrsG49NPjssfFm6AxMfF+PrxkU78lqW7HcGftkZ8zoekyQp9uc+k6ShJ1zjev2\nz87Oar/fN8dN2/wcJ0n4CT7HFtk9Zr1e13q9bq+pTn01sGNc6QPP9LQ5/cZOnOi/9YN24nNZnZ7s\nn31tMmIksoxt2qaBl0kFkxJ+0yhH+neAHWOBbjIrZ+KBZN61xZx7PB7b9+g81/Db+xvf3NzUfD5v\nTNl0Om3MpYP/3d1dAzo5U4fNZx2uYwG6nSUDCTiy7tQ6znkmWwCBPL+qGiiBkHDSiT/yPe0/aA/P\n5TmMv30s3yFvA2SSGHwAz2TMs3yKRIxz+R494VzkR1/slw2crNuOa/b77rvJC8s/bcmkEXEULOBn\nuT30abfbNaIiQbh9Jtfks2iPwT4H8d+xtapaokSykb7VNmjb5zvk7FiT2AJfzqwOfvjy8rLpAvbt\nGvPe89yn9Ps8xwz31x5vDiAzEAaGGIlpfwvAQK7q5e4SHlwDGG+Eb8P3NRy9v71VlB2wGUCe5aDt\noN/LymBpMug7oLh9bn8CbjsX+maHhTPMhUXur4GYkwUCnZ0A1xK0aF8yTO5rHjYiO1kO+p/A77Wx\n8n08LgnWebZZ/l86ev0DGCA3O6+qak4vX2hB4DPQ7iVByNkMHH0wWEwQm4Gg97kdmsc9S17MippJ\n9wIjB8yUD3rksbXuWj/4MZPQ0xXay28/12PN39yPN07inFerVa1Wq6o6zdQQUHsAGd/UAwr2NQ6g\n38Ph5NF6k7ZeNX6xj31I1XiBE+NLspI66eQM5hAWmvvms5zI2N8TVGGwAIQAMWrej8djffz4sbFz\nsITH4/EFoDCpAcNGUohNu8bUySO6C3sKm+n7m4zgedYrAw903eDW/szsuokm/D+lfciF65Alscz9\nxp+R8DBWBptps7SR6zwzyo4TJ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3OMq1c7SfsSvJtN5EgQkAqNMvtaj28mEwa0OGTuw48/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cxlF1s5mRZ9k3EZgx57w0JFcArDcGj9ZlH26QiTT6S1KSRAf7CpB5JxXsXy1bjJPnww/LbCao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\n7QHmdwkdPLeTST4l+LRSkBmBT87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5tQvXrJyO+VOrJ331WLB0Wg0OdgwW7Y/awY5BpHWOFTNLN9aaIAqJUaLKWKEZ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YluG6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R9+eHHNMVV5KqYVQkg+2FiZKLE0tt2VhDxeU7a6gU7FTlFkimWFSiHNa2F6YqyKqqpb9+/w17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\nSJABAACADBJkAAAAIOP/ASilNpPkEDU6AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmp = io.readsav('/scratch/Dropbox/test/test_hazel2/orozco/gregor_spot.sav')\n", "print(tmp.keys())\n", "f, ax = pl.subplots(nrows=1, ncols=2, figsize=(10,6))\n", "ax[0].imshow(tmp['heperf'][:,0,:,0])\n", "ax[1].imshow(tmp['heperf'][:,0,:,181])\n", "\n", "f, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "stokes = np.zeros((4,210))\n", "stokes[0,:] = tmp['heperf'][160,0,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[1,:] = tmp['heperf'][160,1,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[2,:] = tmp['heperf'][160,2,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[3,:] = tmp['heperf'][160,3,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "ax[0,0].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[0,:])\n", "ax[0,1].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[1,:])\n", "ax[1,0].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[2,:])\n", "ax[1,1].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[3,:])\n", "\n", "wvl = tmp['lambda'][0:-40]\n", "stokes = stokes[:,:]\n", "n_lambda = len(wvl)\n", "print(n_lambda)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to prepare all files for a 2D inversion. First, like in 1D inversions, save the wavelength axis:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "np.savetxt('10830_spot.wavelength', wvl+10830.0911, header='lambda')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, let's assume that we weight all wavelengths equally:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4, 210)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = open('10830_spot.weights', 'w')\n", "f.write('# WeightI WeightQ WeightU WeightV\\n')\n", "for i in range(n_lambda):\n", " f.write('1.0 1.0 1.0 1.0\\n')\n", "f.close()\n", "stokes.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example, let's work only with a few pixels, but what I show in the following can be scaled to any size of the input observations. So, let's fix the number of pixels to be 10 (a small piece of 5x2 pixels in the map):" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nx = 5\n", "ny = 2\n", "n_pixel = nx * ny\n", "stokes_3d = np.zeros((n_pixel,n_lambda,4), dtype=np.float64)\n", "sigma_3d = np.zeros((n_pixel,n_lambda,4), dtype=np.float64)\n", "los_3d = np.zeros((n_pixel,3), dtype=np.float64)\n", "boundary_3d = np.zeros((n_pixel,n_lambda,4), dtype=np.float64)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 210, 4)\n" ] } ], "source": [ "stokes = tmp['heperf'][160:160+nx,:,130:130+ny,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes = np.transpose(stokes, axes=(0,2,3,1)).reshape((n_pixel,210,4))\n", "print(stokes.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we fill all arrays with information from the osbervations, including, like in the 1D model, a very rough estimation of the noise standard deviation:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "boundary = np.array([1.0,0.0,0.0,0.0])\n", "for i in range(n_pixel):\n", " \n", " noise = np.std(stokes[i,0:20,1])\n", " \n", " stokes_3d[i,:,:] = stokes[i,:,:]\n", " sigma_3d[i,:,:] = noise*np.ones((210,4))\n", " los_3d[i,:] = np.array([0.0,0.0,90.0])\n", " boundary_3d[i,:,:] = np.repeat(np.atleast_2d(boundary), n_lambda, axis=0)\n", "\n", "f = h5py.File('10830_spot_stokes.h5', 'w')\n", "db_stokes = f.create_dataset('stokes', stokes_3d.shape, dtype=np.float64)\n", "db_sigma = f.create_dataset('sigma', sigma_3d.shape, dtype=np.float64)\n", "db_los = f.create_dataset('LOS', los_3d.shape, dtype=np.float64)\n", "db_boundary = f.create_dataset('boundary', boundary_3d.shape, dtype=np.float64)\n", "db_stokes[:] = stokes_3d\n", "db_sigma[:] = sigma_3d\n", "db_los[:] = los_3d\n", "db_boundary[:] = boundary_3d\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are now ready for the inversion. Let's print first the configuration file and then do a simple inversion for a 1D input file. You can see that we are including two atmospheres, a photosphere to explain the Si I line and a chromosphere to explain the He I multiplet. We also give some rough intervals for the parameters." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Hazel configuration File\r\n", "\r\n", "[Working mode]\r\n", "Output file = output.h5\r\n", "Number of cycles = 2\r\n", "\r\n", "# Topology\r\n", "# Always photosphere and then chromosphere\r\n", "# Photospheres are only allowed to be added with a filling factor\r\n", "# Atmospheres share a filling factor if they are in parenthesis\r\n", "# Atmospheres are one after the other with the -> operator\r\n", "# Atmosphere 1 = ph2 -> ch1 -> ch2\r\n", "\r\n", "[Spectral regions]\r\n", " [[Region 1]]\r\n", " Name = spec1\r\n", " Topology = ph1 -> ch1\r\n", " Stokes weights = 1.0, 1.0, 1.0, 1.0\r\n", " LOS = 0.0, 0.0, 90.0\r\n", " Boundary condition = 1.0, 0.0, 0.0, 0.0 # I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", " Wavelength file = '10830_spot.wavelength'\r\n", " Wavelength weight file = '10830_spot.weights'\r\n", " Observations file = '10830_spot_stokes.h5' \r\n", " Weights Stokes I = 1.0, 0.1, 0.0, 0.0\r\n", " Weights Stokes Q = 0.0, 10.0, 0.0, 0.0\r\n", " Weights Stokes U = 0.0, 10.0, 0.0, 0.0\r\n", " Weights Stokes V = 0.0, 1.0, 0.0, 0.0\r\n", " Mask file = None\r\n", "\r\n", "[Atmospheres]\r\n", "\r\n", " [[Chromosphere 1]]\r\n", " Name = ch1 # Name of the atmosphere component\r\n", " Spectral region = spec1 # Spectral region to be used for synthesis\r\n", " Height = 3.0 # Height of the slab\r\n", " Line = 10830 # 10830, 5876\r\n", " Wavelength = 10822, 10833 # Wavelength range used for synthesis\r\n", " Reference atmospheric model = 'chromospheres/model_spicules.1d' # File with model parameters\r\n", "\r\n", " [[[Ranges]]]\r\n", " Bx = -500, 500\r\n", " By = -500, 500\r\n", " Bz = -500, 500\r\n", " tau = 0.01, 5.0\r\n", " v = -10.0, 10.0\r\n", " deltav = 6.0, 12.0\r\n", " beta = 0.9, 2.0\r\n", " a = 0.0, 0.1\r\n", " ff = 0.0, 1.001\r\n", " \r\n", "\r\n", " [[[Nodes]]]\r\n", " Bx = 0, 1\r\n", " By = 0, 1\r\n", " Bz = 0, 1\r\n", " tau = 1, 0\r\n", " v = 1, 0\r\n", " deltav = 1, 0\r\n", " beta = 0, 0\r\n", " a = 1, 0\r\n", " ff = 0, 0\r\n", "\r\n", "[[Photosphere 1]]\r\n", " Name = ph1\r\n", " Reference atmospheric model = 'photospheres/model_photosphere.1d'\r\n", " Spectral region = spec1\r\n", " Wavelength = 10822, 10833\r\n", " Spectral lines = 300,\r\n", "\r\n", " [[[Ranges]]]\r\n", " T = 0.0, 10000.0\r\n", " vmic = -0.001, 3.0\r\n", " v = -80.0, 80.0\r\n", " Bx = -1000.0, 1000.0\r\n", " By = -1000.0, 1000.0\r\n", " Bz = -1000.0, 1000.0\r\n", " ff = 0, 1.001\r\n", "\r\n", " [[[Nodes]]]\r\n", " T = 3, 0\r\n", " vmic = 1, 0\r\n", " v = 1, 0\r\n", " Bx = 0, 0\r\n", " By = 0, 0\r\n", " Bz = 0, 1\r\n", " ff = 0, 0\r\n" ] } ], "source": [ "%cat conf_spot_3d.ini" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's invert these profiles in a non-MPI mode, which can be done directly in Python:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 30%|███ | 3/10 [01:38<03:48, 32.67s/it]/scratch/Dropbox/GIT/hazel2/hazel/transforms.py:37: RuntimeWarning: overflow encountered in exp\n", " return 1.0 / (1.0 + np.exp(-x))\n", "100%|██████████| 10/10 [04:52<00:00, 29.20s/it]\n" ] } ], "source": [ "iterator = hazel.Iterator(use_mpi=False)\n", "mod = hazel.Model('conf_spot_3d.ini', working_mode='inversion')\n", "iterator.use_model(model=mod)\n", "iterator.run_all_pixels()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we found a solution with a relatively good $\\chi^2$ and now let's analyze the results. For your specific case, you probably need some trial and error on the Stokes weights and range of parameters to find a reliable solution." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nstokes,nlambda) -> (10, 1, 2, 4, 210)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/matplotlib/figure.py:2267: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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BVZk3O0ogK86bKaOLadKuYkHIz2/r1xHu7cx3SOfNU69/k1ZN0H5mNb0Rg89e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\nRKwAtwLXbuSYiPgs8P1NPC4Akm6QdKekO48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T3qN9+AjVWqEM35+QHa29gAhkQcgGbFGWVg9yNglkK/u6WJhpukkRJg4RyMK4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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nstokes,nlambda) -> {0}'.format(f['spec1']['stokes'].shape))\n", "\n", "for k in range(2):\n", " fig, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", " ax = ax.flatten()\n", " for i in range(4):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, stokes[k,:,i])\n", " for j in range(2):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, f['spec1']['stokes'][k,0,j,i,:])\n", "\n", " for i in range(4):\n", " ax[i].set_xlabel('Wavelength - 10830[$\\AA$]')\n", " ax[i].set_ylabel('{0}/Ic'.format(label[i]))\n", " ax[i].set_xlim([-7,3])\n", "\n", " pl.tight_layout()\n", "\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then do some 2D plots. However, they are not very representative for such a small FOV." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Bx', 'Bx_err', 'By', 'By_err', 'Bz', 'Bz_err', 'a', 'a_err', 'beta', 'beta_err', 'deltav', 'deltav_err', 'ff', 'ff_err', 'tau', 'tau_err', 'v', 'v_err']\n", "(10, 1, 2, 1)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/matplotlib/figure.py:2267: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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mVOqGoWfVAlm9cmDAYZa6wpxK3TDkrA73L5ckSZImsAdZvVHAwQFfUCB1gTmVumHoWbVA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\nqzCnUjfMJqszm44xyenAa4H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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "print(list(f['ch1'].keys()))\n", "tau = np.squeeze(f['ch1']['tau'][:,:,-1,:])\n", "v = np.squeeze(f['ch1']['v'][:,:,-1,:])\n", "Bz = np.squeeze(f['ch1']['Bz'][:,:,-1,:])\n", "\n", "fig, ax = pl.subplots(figsize=(10,6), nrows=1, ncols=3)\n", "im = ax[0].imshow(tau.reshape((nx,ny)), cmap=pl.cm.viridis)\n", "pl.colorbar(im, ax=ax[0])\n", "ax[0].set_title(r'$\\tau$')\n", "\n", "im = ax[1].imshow(v.reshape((nx,ny)), cmap=pl.cm.viridis)\n", "pl.colorbar(im, ax=ax[1])\n", "ax[1].set_title('v')\n", "\n", "im = ax[2].imshow(Bz.reshape((nx,ny)), cmap=pl.cm.viridis)\n", "pl.colorbar(im, ax=ax[2])\n", "ax[2].set_title(r'B$_z$')\n", "\n", "print(f['ch1']['tau'].shape)\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallel mode\n", "For inverting the profiles in a multi-core machine, you need to create a Python file (e.g., script.py) with the following content:\n", "\n", " iterator = hazel.Iterator(use_mpi=True)\n", " mod = hazel.Model('conf_spot_3d.ini', rank=iterator.get_rank())\n", " iterator.use_model(model=mod)\n", " iterator.run_all_pixels()\n", " \n", "and run it with\n", " \n", " mpiexec -n n_cpu python script.py" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }