2017-06-26_mg_dicke1_compare_evaluations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "from os.path import join\n",
    "from io import StringIO\n",
    "from glob import glob\n",
    "import shutil\n",
    "\n",
    "import sympy\n",
    "import pandas as pd\n",
    "from sympy import Symbol, sqrt, cos, pi, symbols\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "import pandas as pd\n",
    "from collections import OrderedDict\n",
    "\n",
    "import qnet\n",
    "from qnet.algebra import *\n",
    "\n",
    "import QDYN\n",
    "\n",
    "from src.notebook_plots_v1 import plot_bs_decay, display_hamiltonian, display_eq, show_summary_dicke\n",
    "from src.single_sided_network_v1 import network_slh\n",
    "from src.dicke_single_model_v2 import write_dicke_single_model, err_dicke_single\n",
    "from src.doit_actions_v1 import run_traj_prop\n",
    "\n",
    "from doit.tools import register_doit_as_IPython_magic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qnet.init_printing()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DOIT_CONFIG = {\n",
    "    'backend': 'json',\n",
    "    'dep_file': '.doit_db/2017-06-26_mg_dicke1_compare_evaluations.json',\n",
    "}\n",
    "register_doit_as_IPython_magic()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\n",
    "\\newcommand{ket}[1]{\\vert #1 \\rangle}\n",
    "\\newcommand{bra}[1]{\\langle #1 \\vert}\n",
    "\\newcommand{Op}[1]{\\hat{#1}}\n",
    "$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How should the error be evaluated?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up runfolders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SOURCE_RF = './data/dicke1_QSL_1traj_xxx/rf_2nodes_T1_50'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_ROOT = './data/dicke1_compare_evaluations'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "params_data_str = r'''\n",
    "# n_nodes     T  n_trajs      mcwf  seed\n",
    "        2  1.50        1     False     0\n",
    "        2  1.50      100      True     0\n",
    "        2  1.50      100      True     1\n",
    "        2  1.50      100      True     2\n",
    "        2  1.50      700      True     3\n",
    "        2  1.50     1000      True     4\n",
    "        2  1.50     2000      True     5\n",
    "        2  1.50     4000      True     6\n",
    "        2  1.50     8000      True     7\n",
    "        2  1.50    16000      True     8\n",
    "        2  1.50    32000      True     9\n",
    "        2  1.50    64000      True    10\n",
    "        2  1.50   128000      True    11\n",
    "        2  1.50   128000      True    12\n",
    "'''\n",
    "\n",
    "def read_bool(s):\n",
    "    \"\"\"convert string to boolean\"\"\"\n",
    "    true_vals = ['1', 'true']\n",
    "    false_vals = ['0', 'false']\n",
    "    s = s.lower()\n",
    "    if s in true_vals:\n",
    "        return True\n",
    "    elif s in false_vals:\n",
    "        return False\n",
    "    else:\n",
    "        raise ValueError(\"Cannot convert '%s'\" % s)\n",
    "\n",
    "params_df = pd.read_fwf(\n",
    "        StringIO(params_data_str), comment='#', header=1,\n",
    "        names=['n_nodes', 'T', 'n_trajs', 'mcwf', 'seed'],\n",
    "        converters={\n",
    "            'n_nodes': int, 'T': float, 'n_trajs': int,\n",
    "            'mcwf': read_bool, 'seed': int})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_nodes</th>\n",
       "      <th>T</th>\n",
       "      <th>n_trajs</th>\n",
       "      <th>mcwf</th>\n",
       "      <th>seed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>100</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>100</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>100</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>700</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1000</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2000</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4000</td>\n",
       "      <td>True</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>8000</td>\n",
       "      <td>True</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>16000</td>\n",
       "      <td>True</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>32000</td>\n",
       "      <td>True</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>64000</td>\n",
       "      <td>True</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>128000</td>\n",
       "      <td>True</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>128000</td>\n",
       "      <td>True</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    n_nodes    T  n_trajs   mcwf  seed\n",
       "0         2  1.5        1  False     0\n",
       "1         2  1.5      100   True     0\n",
       "2         2  1.5      100   True     1\n",
       "3         2  1.5      100   True     2\n",
       "4         2  1.5      700   True     3\n",
       "5         2  1.5     1000   True     4\n",
       "6         2  1.5     2000   True     5\n",
       "7         2  1.5     4000   True     6\n",
       "8         2  1.5     8000   True     7\n",
       "9         2  1.5    16000   True     8\n",
       "10        2  1.5    32000   True     9\n",
       "11        2  1.5    64000   True    10\n",
       "12        2  1.5   128000   True    11\n",
       "13        2  1.5   128000   True    12"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def runfolder(row):\n",
    "    int_part, frac_part = (\"%.2f\" % row['T']).split('.')\n",
    "    if row['mcwf']:\n",
    "        label = 'mcwf_%s' % row['seed']\n",
    "    else:\n",
    "        label = 'non_herm'\n",
    "    rf = 'rf_%dnodes_T%s_%s_%s' % (\n",
    "        row['n_nodes'], int_part, frac_part, label)\n",
    "    return join(DATA_ROOT, rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def copy_optimized_pulses(from_rf, to_rf):\n",
    "    for file in glob(join(from_rf, 'pulse*.oct.dat')):\n",
    "        shutil.copy(file, to_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_create_runfolder():\n",
    "    \"\"\"Create all necessary runfolders for the runs defined in params_df\"\"\"\n",
    "    slh_models = {}\n",
    "    runfolders = set()\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        if rf in runfolders:\n",
    "            raise ValueError(\"Duplicate runfolder %s, row %d\" % (rf, ind))\n",
    "        runfolders.add(rf)\n",
    "        n_nodes = int(row['n_nodes'])\n",
    "        try:\n",
    "            slh = slh_models[n_nodes]\n",
    "        except KeyError:\n",
    "            slh = network_slh(\n",
    "                n_cavity=2, n_nodes=n_nodes, topology='driven_bs_fb')\n",
    "            slh_models[n_nodes] = slh\n",
    "        yield {\n",
    "            'name': str(rf),\n",
    "            'actions': [\n",
    "                (write_dicke_single_model, [slh, ], dict(\n",
    "                    rf=rf, T=row['T'], theta=0, nt=500, seed=row['seed'],\n",
    "                    kappa=1.0, E0_cycles=2, mcwf=row['mcwf'], non_herm=True)),\n",
    "                (copy_optimized_pulses, [SOURCE_RF, rf])\n",
    "            ],\n",
    "            'targets': [join(rf, 'config'), join(rf, 'pulse1.oct.dat')],\n",
    "            'uptodate': [True, ] # up to date if targets exist\n",
    "        }\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "N_PROCS = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_propagate():\n",
    "    \"\"\"Run optimization for every runfolder from params_df\"\"\"\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        n_procs = N_PROCS\n",
    "        if not row['mcwf']:\n",
    "            n_procs = 1\n",
    "        yield {\n",
    "            'name': str(rf),\n",
    "            'actions': [\n",
    "                (run_traj_prop, [rf, ], dict(n_trajs=row['n_trajs'], n_procs=n_procs))],\n",
    "            'file_dep': [join(rf, 'pulse1.oct.dat'),],\n",
    "            'targets': [join(rf, 'state_final.dat.1'),]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_non_herm\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_0\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_1\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_2\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_3\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_4\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_5\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_6\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_7\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_8\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_9\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_10\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_11\n",
      ".  create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_12\n"
     ]
    }
   ],
   "source": [
    "%doit create_runfolder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_non_herm\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_0\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_1\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_2\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_3\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_4\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_5\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_6\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_7\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_8\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_9\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_10\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_11\n",
      "-- create_runfolder:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_12\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_non_herm\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_0\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_1\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_2\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_3\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_4\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_5\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_6\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_7\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_8\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_9\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_10\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_11\n",
      ".  propagate:./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_12\n"
     ]
    }
   ],
   "source": [
    "%doit propagate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_err_from_P_target(rf):\n",
    "    tgrid, P, var_P = np.genfromtxt(join(rf, \"P_target.dat\"), unpack=True)\n",
    "    return 1.0-P[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_non_herm\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAAPBAMAAADEyjp7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nc50Ny6SyR2Xsmljm/CF9Nf/L8xeXOuIt1I6H+gAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$0.100462413648$$"
      ],
      "text/plain": [
       "0.100462413648"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_0\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAAPBAMAAADEyjp7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAEJmJZjLNVN0i77ur\nRHZ72Yd1AAAACXBIWXMAAA7EAAAOxAGVKw4bAAACL0lEQVQ4Ea2TPWhTURiGn+tNek3TpBddikgb\nIjhohdCfqSARRHAy6CqYTg4qDYKLdJAOOij0og46qVOlVbyrdkiUCiLBZFNcDLo5GMSSlFYbv++c\nm5/FzQshed/34c053zkX9s3M0nuMiJx4BtzjsySy6wUFzkZUYnquZBNQZvzbMUkuMhYY4LoficjZ\nG+Jc4TAHcf8ocFs+ytzF27QJCEOGkRKxx7hFAZw3Nd+KrvM9JJlhndewKkB6zTI0S2zZBITx8iSK\nJCt4P4WCpm9F5CROhXzRdT6FWgHuX7IMn+tOyyYo48qibzBaIdXWFq0xInLcoZBX6i/4pibXrUE3\nZRKUSe34bp6JDKldpbXGiMg5LUjr3Ne6Rsuy36BfM5aLEmWobc7AoxzxX4pqjRHWcRpDodPKsyJJ\nSoBxejX3lnybKCNn1pmXmsxgjQrruEhNx+eIL+dRgVy/Bve5TZSBxU/b9X9u6poiW3CmDlkZR2Gg\nhlXfJIaJVWg+0al6gyP22sZxclpzU2rypDOwn17NQyiXNDlhmOGAeJtkSKx/4CqM41WrtWeN92Y1\nV0kEi9Xq9gczP2Sn5ZImHw0zIcPb0Bu3pyi/DGJE1xkOuSCz0QufDiRfs4x+LwcmAWFkNbyEWxwo\nyH2y/6TCOKJHQ0ZyzgoPpqfeiWQnYk7i7drEMKl5Yg3Z9Y+3cAcmX1zOW2Ec3PLvPFOTBRY6HRko\nc50Ny6SyR2Xsmljm/CF9Nf/L8xeXOuIt1I6H+gAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$0.100462413648$$"
      ],
      "text/plain": [
       "0.100462413648"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_err_from_P_target(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAAPBAMAAADEyjp7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nuap+zX2xv06czExYzcx5AAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$0.110457275718$$"
      ],
      "text/plain": [
       "0.110457275718"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_1\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAAPBAMAAADEyjp7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nuap+zX2xv06czExYzcx5AAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$0.110457275718$$"
      ],
      "text/plain": [
       "0.110457275718"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_err_from_P_target(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAAPBAMAAADEyjp7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nc50Ny6SyR2Xsmljm/CF9Nf/L8xeXOuIt1I6H+gAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$0.100462413648$$"
      ],
      "text/plain": [
       "0.100462413648"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_2\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$0.0876118766996$$"
      ],
      "text/plain": [
       "0.0876118766996"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_3\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJUAAAAPBAMAAAAfcZBZAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nqGR6qmrYb8t/e+rh2ZBH/9v6B8i03GL2f26wAAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$0.0764747446781$$"
      ],
      "text/plain": [
       "0.0764747446781"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_4\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$0.0814721757134$$"
      ],
      "text/plain": [
       "0.0814721757134"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_5\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJcAAAAPBAMAAAAbhEBkAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nERmEAAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$0.0832212765757$$"
      ],
      "text/plain": [
       "0.0832212765757"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_6\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nIYespImrwv95/gL4x/ETlNYabgAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$0.0794732032994$$"
      ],
      "text/plain": [
       "0.0794732032994"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_7\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n+RHz/9/6DbN67NRu9qJgAAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$0.0817845151533$$"
      ],
      "text/plain": [
       "0.0817845151533"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_8\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJUAAAAPBAMAAAAfcZBZAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$0.0817845151531$$"
      ],
      "text/plain": [
       "0.0817845151531"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_err_from_P_target(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJUAAAAPBAMAAAAfcZBZAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$0.0791920978031$$"
      ],
      "text/plain": [
       "0.0791920978031"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_9\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAEJmJZjLNVN0i77ur\nRHZ72Yd1AAAACXBIWXMAAA7EAAAOxAGVKw4bAAACKklEQVQ4Ea2STWsTURSGn8kknUxDksGCSCkm\nJuBKIRgVUTEBd13o4B8wOxcKCa6FCC5EWnCgXbirXfhZhOxcVCFKBSlFiz9As7ErUarQWK2O59wm\nncnegTzvnfueeXPPvRf2HT+BPqqp2XK1asBc9TlY5fM+bmnZ14JLo5A3q3w2GLGvcCDQKtVkGIY7\nBm6Rdp2xlnWHKew/WjAzAmcRJuvuk7idvI/dkCqjCUntGuT65G8yDSd5BU+lILcUx9SRTViF13E7\n08WRaYzaYPsG2WcUGryAtvcY3kuT81elKkJOPtqCGjE73yXbl6qhfpQxBtLjDnxqNT2TVdGsCJJl\n/YZvfswuFMn+laqhdjRLYd3C+i5ZPRnf9UgGkhUBXddDWdd6zF6okPoh7wO16zJWuKcO4YpxuQJZ\n0YNIVgSTVYOmlO7ZC8VB1q4WJAoDTq+7si7NSnelO82KYLLGek6tFbOHvQ10Q7MMGF8c9lgCx5es\nCHKsemAXPtd8GNq6585g71VnNEvgBmT6uvftFrkiTCBZEQZZcsJeZJPpkDR3wqglX6PIb2rWMlz0\nuC7JN9bWfr2LsJd1jcjWO5poSMCupmSHUIx3SG/rXT1MqkgukOkl+UXQHqeD1PaIfZtJ35Jbp4qj\nWYpknXaPdMt6wL3qsbcaI7cpBs3a8PbXR+yJr29gVnZE1X0k9QYfSi+l23NffJph+FNmz4QrMSRW\nt1awS0flVsRs/bf/8/wDni7jdWD9xKgAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$0.0773024441924$$"
      ],
      "text/plain": [
       "0.0773024441924"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_10\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$0.0769354453505$$"
      ],
      "text/plain": [
       "0.0769354453505"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_11\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAAPBAMAAAD0RitaAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\ngg==\n",
      "text/latex": [
       "$$0.0782004200813$$"
      ],
      "text/plain": [
       "0.0782004200813"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_dicke_single(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_12\", 'state_final.dat*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/latex": [
       "$$0.0782004200825$$"
      ],
      "text/plain": [
       "0.0782004200825"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_err_from_P_target(\"./data/dicke1_compare_evaluations/rf_2nodes_T1_50_mcwf_12\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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