solve_and_plot.ipynb 133 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "sys.path.append('C:/Users/Matthijs/python/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "import coronene_test # base config\n",
    "import orbitaltomog_data_processor # extends config\n",
    "from phase import Phase\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfg = coronene_test.new_config\n",
    "cfg['algorithm']='RAAR'\n",
    "cfg['constraint']='sparse real'\n",
    "cfg['sparsity_parameter']=512\n",
    "cfg['dataprocessor_plotting']=False\n",
    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations:500\n",
      "Calculation time:\n",
      "3.637258768081665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Matthijs\\.conda\\envs\\py3\\lib\\site-packages\\numpy\\core\\numeric.py:538: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}