solve_and_plot.ipynb 260 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "scrolled": true
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   },
   "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",
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    "sys.path.append('C:/Users/Matthijs/python/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "# sys.path.append('/home/rluke1/work/git/ProxPython/')\n",
    "# sys.path.append('/home/rluke1/work/git/ProxPython/proxtoolbox/Problems/OrbitalTomog/')\n",
    "import coronene_config # base config\n",
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    "import orbitaltomog_data_processor # extends config\n",
    "from phase import Phase\n"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
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   "source": [
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    "cfg = coronene_config.new_config\n",
    "cfg['data_filename']='coronene_h1.tif'\n",
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    "cfg['algorithm']='RAAR'\n",
    "cfg['constraint']='sparse real'\n",
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    "cfg['sparsity_parameter']=100\n",
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    "cfg['dataprocessor_plotting']=True\n",
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    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations:500\n",
      "Calculation time:\n",
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      "2.501309871673584\n"
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     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
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     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
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    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data_filename', 'object', 'constraint', 'experiment', 'distance', 'Nx', 'Ny', 'noise', 'algorithm', 'numruns', 'MAXIT', 'TOL', 'beta_0', 'lambda_0', 'beta_max', 'lambda_max', 'beta_switch', 'lambda_switch', 'data_ball', 'diagnostic', 'verbose', 'graphics', 'anim', 'graphics_display', 'dataprocessor_plotting', 'sparsity_parameter', 'data', 'norm_data', 'threshold for support', 'support', 'abs_illumination', 'u_0', 'fresnel_nr', 'FT_conv_kernel', 'use_farfield_formula', 'magn', 'data_sq', 'data_zeros', 'Nz', 'proxoperators', 'product_space_dimension', 'animation', 'TOL2', 'iter', 'u'])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfg.keys()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "cfg = coronene_config.new_config\n",
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    "cfg['algorithm']='DRl'#'AP'#\n",
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    "cfg['lambda_0']=.85\n",
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    "cfg['lambda_max']=.5\n",
    "cfg['lambda_switch']=10\n",
    "cfg['constraint']='sparse complex'\n",
    "cfg['sparsity_parameter']=600\n",
    "cfg['dataprocessor_plotting']=False\n",
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    "cfg['MAXIT']=1500\n",
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    "orbit_config = orbitaltomog_data_processor.data_processor(cfg)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
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    "scrolled": false
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Iterations:1500\n",
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      "Calculation time:\n",
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      "7.966694116592407\n"
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     ]
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    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
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     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "orbit = Phase(orbit_config)\n",
    "orbit.solve()\n",
    "orbit.show()"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([883.20447742+0.j, 958.52965826+0.j, 926.34617645+0.j,\n",
       "       880.68538618+0.j, 825.54300243+0.j, 773.07508086+0.j,\n",
       "       698.48705478+0.j, 626.4131568 +0.j, 584.8858177 +0.j,\n",
       "       579.88407712+0.j, 579.56299673+0.j, 579.15724636+0.j,\n",
       "       578.58055471+0.j, 578.38104921+0.j, 578.04952981+0.j,\n",
       "       577.99483326+0.j, 577.84828477+0.j, 577.82355747+0.j,\n",
       "       577.76148611+0.j, 577.84204852+0.j, 577.74776066+0.j,\n",
       "       577.87126506+0.j, 577.8813203 +0.j, 577.9744831 +0.j,\n",
       "       577.9962863 +0.j, 577.95679019+0.j, 577.90372885+0.j,\n",
       "       577.94794881+0.j, 578.02848893+0.j, 578.06628065+0.j,\n",
       "       578.08287861+0.j, 578.11293544+0.j, 578.12941541+0.j,\n",
       "       578.0107627 +0.j, 578.05810167+0.j, 578.09341734+0.j,\n",
       "       578.11908645+0.j, 578.06466693+0.j, 578.06293017+0.j,\n",
       "       578.08359786+0.j, 578.06120968+0.j, 578.10053039+0.j,\n",
       "       578.10586529+0.j, 578.11905532+0.j, 578.19065614+0.j,\n",
       "       578.1769551 +0.j, 578.17673345+0.j, 578.24584829+0.j,\n",
       "       578.22589864+0.j, 578.2272977 +0.j, 578.30435781+0.j,\n",
       "       578.22401414+0.j, 578.21368422+0.j, 578.28671041+0.j,\n",
       "       578.2627717 +0.j, 578.28831296+0.j, 578.30734856+0.j,\n",
       "       578.27154423+0.j, 578.28127783+0.j, 578.29338606+0.j,\n",
       "       578.29015164+0.j, 578.32945499+0.j, 578.322644  +0.j,\n",
       "       578.25966563+0.j, 578.28742895+0.j, 578.3780137 +0.j,\n",
       "       578.29766223+0.j, 578.31967508+0.j, 578.33330603+0.j,\n",
       "       578.31076025+0.j, 578.30610114+0.j, 578.32792105+0.j,\n",
       "       578.27480438+0.j, 578.29049198+0.j, 578.35252505+0.j,\n",
       "       578.31401615+0.j, 578.30989295+0.j, 578.28840252+0.j,\n",
       "       578.26680374+0.j, 578.29395468+0.j, 578.30448567+0.j,\n",
       "       578.32953006+0.j, 578.29392571+0.j, 578.30691454+0.j,\n",
       "       578.2772081 +0.j, 578.30103502+0.j, 578.31409419+0.j,\n",
       "       578.26093058+0.j, 578.24680408+0.j, 578.24268123+0.j,\n",
       "       578.22966498+0.j, 578.29477041+0.j, 578.27501859+0.j,\n",
       "       578.20380148+0.j, 578.23678497+0.j, 578.25505683+0.j,\n",
       "       578.22095119+0.j, 578.26402232+0.j, 578.27594379+0.j,\n",
       "       578.27208073+0.j, 578.26866289+0.j, 578.20932531+0.j,\n",
       "       578.24688034+0.j, 578.31869635+0.j, 578.28724145+0.j,\n",
       "       578.25041504+0.j, 578.2641969 +0.j, 578.27665742+0.j,\n",
       "       578.28582804+0.j, 578.34280275+0.j, 578.28381188+0.j,\n",
       "       578.24703365+0.j, 578.24661535+0.j, 578.21119476+0.j,\n",
       "       578.28648849+0.j, 578.32553334+0.j, 578.32397383+0.j,\n",
       "       578.26997285+0.j, 578.24606886+0.j, 578.22281346+0.j,\n",
       "       578.23399157+0.j, 578.3018134 +0.j, 578.25195226+0.j,\n",
       "       578.25545256+0.j, 578.31592166+0.j, 578.31030799+0.j,\n",
       "       578.23302011+0.j, 578.27790736+0.j, 578.27184961+0.j,\n",
       "       578.27287604+0.j, 578.37376823+0.j, 578.34002144+0.j,\n",
       "       578.29484399+0.j, 578.25796766+0.j, 578.27606065+0.j,\n",
       "       578.2948184 +0.j, 578.30821918+0.j, 578.25985138+0.j,\n",
       "       578.2420871 +0.j, 578.27029055+0.j, 578.25723633+0.j,\n",
       "       578.24576868+0.j, 578.23879433+0.j, 578.27111327+0.j,\n",
       "       578.21614363+0.j, 578.2623132 +0.j, 578.21957433+0.j,\n",
       "       578.23166859+0.j, 578.25069311+0.j, 578.28795399+0.j])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orbit.output['gap']"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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