{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Synthesis 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 use a snapshot of an MHD simulation and synthesise the Fe I doublet at 630 nm." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2018.9.22\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as pl\n", "import hazel\n", "import h5py\n", "from astropy.io import fits\n", "print(hazel.__version__)\n", "label = ['I', 'Q', 'U', 'V']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First read the file with the observations and build a file in the input format of Hazel2." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12, 288, 288, 61)\n" ] } ], "source": [ "f = fits.open('/Users/aasensio/dl_database/milic/50G.ngrey.288x100x288_atmos_61.fits')[0].data\n", "# 0 - log tau - do not change this\n", "# 1 - height in cm - ignore this\n", "# 2 - temperature - do change this any way you see fit , reasonable value is 3000 to 10000 maybe\n", "# 3 - pressure, we need to agree whether to automaticlly determine this using Hydrostatic equilibrium\n", "# 4 - ignore\n", "# 5 - ignore\n", "# 6 - ignore\n", "# 7 - magnetic field in gauss, magnitude, 0 - few thousand\n", "# 8 - microturbulent velocity in cm/s , currently zero, set it to something you think make sense\n", "# 9- los velocity in cm/s, geometric notation (positive is upward)\n", "# 10 - magnetic field inclination, in rad\n", "# 11 - magnetic field azimuth, in rad, does not influence stokes I, ignore\n", "print(f.shape)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "nx = 288\n", "n_pixel = nx*nx\n", "nz = 61\n", "\n", "model_3d = np.zeros((n_pixel,nz,8), dtype=np.float64)\n", "ff_3d = np.ones((n_pixel,), dtype=np.float64)\n", "vmac_3d = np.zeros((n_pixel,), dtype=np.float64)\n", "\n", "# logtau T Pe vmic v Bx By Bz\n", "\n", "fout = h5py.File('photospheres/model_photosphere.h5', 'w')\n", "db_model = fout.create_dataset('model', model_3d.shape, dtype=np.float64)\n", "db_ff = fout.create_dataset('ff', ff_3d.shape, dtype=np.float64)\n", "db_vmac = fout.create_dataset('vmac', vmac_3d.shape, dtype=np.float64)\n", "db_model[:,:,0] = f[0,0:nx,0:nx,::-1].reshape((n_pixel,nz)) # tau\n", "db_model[:,:,1] = f[2,0:nx,0:nx,::-1].reshape((n_pixel,nz)) # T\n", "db_model[:,:,2] = f[3,0:nx,0:nx,::-1].reshape((n_pixel,nz)) # Pe\n", "db_model[:,:,3] = f[8,0:nx,0:nx,::-1].reshape((n_pixel,nz)) # vmic\n", "db_model[:,:,4] = 1e-5*f[9,0:nx,0:nx,::-1].reshape((n_pixel,nz)) # v\n", "\n", "B = f[7,0:nx,0:nx,::-1].reshape((n_pixel,nz))\n", "thB = f[10,0:nx,0:nx,::-1].reshape((n_pixel,nz))\n", "phiB = f[11,0:nx,0:nx,::-1].reshape((n_pixel,nz))\n", "\n", "db_model[:,:,5] = B*np.cos(thB)*np.cos(phiB) # Bx\n", "db_model[:,:,6] = B*np.cos(thB)*np.sin(phiB) # By\n", "db_model[:,:,7] = B*np.sin(thB) # Bz\n", "\n", "db_ff[:] = ff_3d\n", "db_vmac[:] = vmac_3d\n", "fout.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are now ready for the synthesis. Let's print first the configuration file and then do a simple synthesis. The configuration file defines the observing angle, lines and parameters." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Hazel configuration File\r\n", "\r\n", "[Working mode]\r\n", "Output file = output_synth.h5\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", "\r\n", "[Spectral regions]\r\n", " [[Region 1]]\r\n", " Name = spec1\r\n", " Topology = ph1\r\n", " LOS = 0.0, 0.0, 90.0\r\n", " Wavelength = 6300, 6303, 150\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", " \r\n", "[Atmospheres]\r\n", "\r\n", " [[Photosphere 1]]\r\n", " Name = ph1\r\n", " Reference atmospheric model = 'photospheres/model_photosphere.h5'\r\n", " Spectral region = spec1\r\n", " Wavelength = 6300, 6303\r\n", " Spectral lines = 200, 201" ] } ], "source": [ "%cat conf_synth_parallel.ini" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's synthesize these profiles in a non-MPI mode, which can be done directly in Python:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 900/900 [00:15<00:00, 57.02it/s]\n" ] } ], "source": [ "iterator = hazel.Iterator(use_mpi=False)\n", "mod = hazel.Model('conf_synth_parallel.ini', working_mode='synthesis')\n", "iterator.use_model(model=mod)\n", "iterator.run_all_pixels()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!mpiexec -n 8 python par_synth.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now do some plots." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nstokes,nlambda) -> (82944, 1, 1, 4, 150)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = h5py.File('output_synth.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nstokes,nlambda) -> {0}'.format(f['spec1']['stokes'].shape))\n", "\n", "fig, ax = pl.subplots(figsize=(8,8))\n", "ax.imshow(f['spec1']['stokes'][:,0,0,0,0].reshape((nx,nx)))\n", "\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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }