2017-06-25_mg_dicke1_QSL_nonherm.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from os.path import join\n",
    "from io import StringIO\n",
    "from textwrap import dedent\n",
    "\n",
    "import sympy\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 defaultdict\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",
    "\n",
    "from doit.tools import register_doit_as_IPython_magic\n",
    "import clusterjob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qnet.init_printing()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DOIT_CONFIG = {\n",
    "    'backend': 'json',\n",
    "    'dep_file': '.doit_db/2017-06-25_mg_dicke1_QSL_nonherm.json',\n",
    "}\n",
    "register_doit_as_IPython_magic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clusterjob.JobScript.read_defaults('./config/mlhpc_cluster.ini')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QDYN 2.0dev revision 07208674cba8010244458bc99c1f99ffe948bba0 (master)\r\n",
      "  features: no-check-cheby, no-check-newton, no-parallel-ham, use-mkl=sequential, use-mpi=openmpi, parallel-oct, backtraces, no-debug\r\n",
      "  compiled with ifort on Sun Jun 25 21:05:52 2017 on host mlhpc2\r\n"
     ]
    }
   ],
   "source": [
    "! qdyn_version"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data in `./data/dicke1_QSL_nonherm/` that this notebook generates continues partially from `./data/dicke1_QSL_1traj_xxx/`, which was generated from a buggy version of QDYN that should be *very* close to to a proper non-Hermitian optimization.\n",
    "\n",
    "We use `n_nodes=2, T=2` as a test-case to repeat an entire optimization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\n",
    "\\newcommand{ket}[1]{\\vert #1 \\rangle}\n",
    "\\newcommand{bra}[1]{\\langle #1 \\vert}\n",
    "\\newcommand{Op}[1]{\\hat{#1}}\n",
    "$\n",
    "\n",
    "# QSL for Single-Excitation Dicke state\n",
    "\n",
    "## action wrappers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_ROOT = './data/dicke1_QSL_nonherm'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def update_config(rf, lambda_a, iter_stop):\n",
    "    config = QDYN.config.read_config_file(join(rf, 'config'))\n",
    "    config['oct']['iter_stop'] = iter_stop\n",
    "    for pulse_config in config['pulse']:\n",
    "        pulse_config['oct_lambda_a'] = lambda_a\n",
    "    QDYN.config.write_config(config, join(rf, 'config'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def submit_optimization(rf, n_trajs, task):\n",
    "    \"\"\"Asynchronously run optimization\"\"\"\n",
    "    if os.path.isfile(join(rf, 'oct.job.dump')):\n",
    "        return\n",
    "    assert n_trajs == 1\n",
    "    body = dedent(r'''\n",
    "    {module_load}\n",
    "\n",
    "    cd $CLUSTERJOB_WORKDIR\n",
    "    pwd\n",
    "    OMP_NUM_THREADS=1 {runner} qdyn_optimiz --J_T=J_T_sm .\n",
    "    ''')\n",
    "    taskname = \"oct_%s\" % task.name.split(\":\")[-1]\n",
    "    jobscript = clusterjob.JobScript(\n",
    "        body=body, jobname=taskname, workdir=rf,\n",
    "        stdout='oct.log')\n",
    "    runner = {\n",
    "        'copper': 'aprun -B',\n",
    "        'mlhpc': 'mpirun -n %d' % n_trajs}\n",
    "    if jobscript.cluster_name != 'copper':\n",
    "        jobscript.ppn = int(n_trajs)\n",
    "        if n_trajs == 1:\n",
    "            runner['mlhpc'] = ''\n",
    "    jobscript.runner = runner[jobscript.cluster_name]\n",
    "    jobscript.n_trajs = str(int(n_trajs))\n",
    "    run = jobscript.submit(cache_id=taskname)\n",
    "    run.dump(join(rf, 'oct.job.dump'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def wait_for_clusterjob(dumpfile):\n",
    "    \"\"\"Wait until the clusterjob.AsyncResult cached in the given dumpfile ends\"\"\"\n",
    "    try:\n",
    "        run = clusterjob.AsyncResult.load(dumpfile)\n",
    "        run.wait()\n",
    "        os.unlink(dumpfile)\n",
    "        return run.successful()\n",
    "    except OSError:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def rewrite_to_nonherm(rf):\n",
    "    \"\"\"Rewrite the config file in `rf` that was originally written for\n",
    "    an MCWF optimization into a config file for a non-Hermitian\n",
    "    optimization\"\"\"\n",
    "    changed = False\n",
    "    config_data = QDYN.config.read_config_file(join(rf, 'config'))\n",
    "    if 'dissipator' in config_data:\n",
    "        del config_data['dissipator']\n",
    "        changed = True\n",
    "    if config_data['prop'].get('use_mcwf', False):\n",
    "        config_data['prop']['use_mcwf'] = False\n",
    "        changed = True\n",
    "        if 'mcwf_order' in config_data['prop']:\n",
    "            del config_data['prop']['mcwf_order']\n",
    "    if changed:\n",
    "        QDYN.config.write_config(config_data, join(rf, 'config'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## custom uptodate routines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from src.qdyn_model_v1 import pulses_uptodate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## task definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def runfolder(row):\n",
    "    int_part, frac_part = (\"%.2f\" % row['T']).split('.')\n",
    "    if frac_part == '00':\n",
    "        rf = 'rf_%dnodes_T%s' % (row['n_nodes'], int_part)\n",
    "    else:\n",
    "        rf = 'rf_%dnodes_T%s_%s' % (row['n_nodes'], int_part, frac_part)\n",
    "    return join(DATA_ROOT, rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_create_runfolder():\n",
    "    \"\"\"Create all necessary runfolders for the runs defined in params_df\"\"\"\n",
    "    jobs = {}\n",
    "    slh_models = {}\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\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",
    "        if n_nodes not in slh_models:\n",
    "            slh_mode\n",
    "        if rf in jobs:\n",
    "            continue\n",
    "        jobs[rf] = {\n",
    "            'name': str(rf),\n",
    "            'actions': [\n",
    "                (write_dicke_single_model, [slh, ], dict(\n",
    "                    rf=rf, T=row['T'], theta=0, nt=500,\n",
    "                    kappa=1.0, E0_cycles=2, mcwf=False, non_herm=True,\n",
    "                    lambda_a=row['lambda_a'],\n",
    "                    iter_stop=int(row['iter_stop']))),\n",
    "                (write_dicke_single_model, [slh, ], dict(\n",
    "                    rf=join(rf, 'prop_traj'), T=row['T'], theta=0, nt=500,\n",
    "                    kappa=1.0, E0_cycles=2, mcwf=True, non_herm=True,\n",
    "                    lambda_a=row['lambda_a'],\n",
    "                    iter_stop=int(row['iter_stop'])))\n",
    "            ],\n",
    "            'targets': [join(rf, 'config'), join(rf, 'prop_traj', 'config')],\n",
    "            'uptodate': [True, ] # up to date if targets exist\n",
    "        }\n",
    "    for job in jobs.values():\n",
    "        yield job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_rewrite_to_nonherm():\n",
    "    \"\"\"Rewrite config for use of non-Hermitian Hamiltonian\n",
    "    \n",
    "    This task is used (manually, one-time) to convert\n",
    "    runfolders copied from ./data/dicke1_QSL_1traj_xxx/\n",
    "    \"\"\"\n",
    "    jobs = {}\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        if rf in jobs:\n",
    "            continue\n",
    "        jobs[rf] = {\n",
    "            'name': str(rf),\n",
    "            'actions': [\n",
    "                (rewrite_to_nonherm, [rf, ])],\n",
    "            'task_dep': ['create_runfolder:%s' % rf],\n",
    "            'uptodate': [False, ] # up to date if target exists\n",
    "        }\n",
    "    for job in jobs.values():\n",
    "        yield job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_update_runfolder():\n",
    "    \"\"\"For every row in params_df, update the config file in the appropriate\n",
    "    runfolder with the value in that row\"\"\"\n",
    "    rf_jobs = defaultdict(list)\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        # we only update the config after any earlier optimization has finished\n",
    "        task_dep = ['wait_for_optimization:%s' % ind2 for ind2 in rf_jobs[rf]]\n",
    "        rf_jobs[rf].append(ind)\n",
    "        yield {\n",
    "            'name': str(ind),\n",
    "            'actions': [\n",
    "                (update_config, [], dict(\n",
    "                    rf=rf, lambda_a=row['lambda_a'],\n",
    "                    iter_stop=int(row['iter_stop'])))],\n",
    "            'file_dep': [join(rf, 'config')],\n",
    "            'uptodate': [False, ],  # always run task\n",
    "            'task_dep': task_dep}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_submit_optimization():\n",
    "    \"\"\"Run optimization for every runfolder from params_df\"\"\"\n",
    "    rf_jobs = defaultdict(list)\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        task_dep = ['wait_for_optimization:%s' % ind2 for ind2 in rf_jobs[rf]]\n",
    "        task_dep.append('update_runfolder:%s' % ind)\n",
    "        yield {\n",
    "            'name': str(ind),\n",
    "            'actions': [\n",
    "                (submit_optimization, [rf, ], dict(n_trajs=row['n_trajs']))],\n",
    "                # 'task' keyword arg is added automatically\n",
    "            'task_dep': task_dep,\n",
    "            'uptodate': [(pulses_uptodate, [], {'rf': rf}), ],\n",
    "        }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "13"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def task_wait_for_optimization():\n",
    "    for ind, row in params_df.iterrows():\n",
    "        rf = runfolder(row)\n",
    "        yield {\n",
    "            'name': str(ind),\n",
    "            'task_dep': ['submit_optimization:%d' % ind],\n",
    "            'actions': [\n",
    "                (wait_for_clusterjob, [join(rf, 'oct.job.dump')], {}),]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  OCT Submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "14"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "params_data_str = r'''\n",
    "# n_nodes   T     lambda_a  n_trajs   iter_stop\n",
    "        2   0.50     0.001        1        1000\n",
    "        2   0.50    0.0005        1       15000\n",
    "        2   1.00     0.001        1        1000\n",
    "        2   1.00    0.0005        1       30000\n",
    "        2   1.10     0.001        1        1000\n",
    "        2   1.10    0.0005        1       30000\n",
    "        2   1.20     0.001        1        1000\n",
    "        2   1.20    0.0005        1       30000\n",
    "        2   1.25     0.001        1        1000\n",
    "        2   1.25    0.0005        1       30000\n",
    "        2   1.30     0.001        1        1000\n",
    "        2   1.30    0.0005        1       30000\n",
    "        2   1.40     0.001        1        1000\n",
    "        2   1.40    0.0005        1       30000\n",
    "        2   1.50     0.001        1        1000\n",
    "        2   1.50    0.0005        1       30000\n",
    "        2   1.60     0.001        1        1000\n",
    "        2   1.60    0.0005        1       30000\n",
    "        2   1.75     0.001        1        1000\n",
    "        2   1.75    0.0005        1       15000\n",
    "        2   1.75    0.0005        1       30000\n",
    "        2   1.80     0.001        1        1000\n",
    "        2   1.80    0.0005        1       30000\n",
    "        2   1.90     0.001        1        1000\n",
    "        2   1.90    0.0005        1       30000\n",
    "        2   2.00     0.001        1        1000\n",
    "        2   2.00    0.0005        1       30000\n",
    "        2   2.10     0.001        1        1000\n",
    "        2   2.10    0.0005        1       30000\n",
    "        2   2.20     0.001        1        1000\n",
    "        2   2.20    0.0005        1       30000\n",
    "        2   2.25     0.001        1        1000\n",
    "        2   2.25    0.0005        1       15000\n",
    "        2   2.30     0.001        1        1000\n",
    "        2   2.30    0.0005        1       30000\n",
    "        2   2.50     0.001        1        1000\n",
    "        2   2.50    0.0005        1       20000\n",
    "        2   3.00     0.001        1        1000\n",
    "        2   3.00    0.0005        1       20000\n",
    "        2   4.00     0.001        1        1000\n",
    "        2   4.00    0.0005        1       20000\n",
    "        2   5.00     0.001        1        1000\n",
    "        2   5.00     0.001        1       20000\n",
    "        2   7.00     0.001        1        1000\n",
    "        2   7.00     0.001        1       20000\n",
    "        2  10.00     0.001        1        1000\n",
    "        2  10.00    0.0005        1        2000\n",
    "        2  20.00     0.001        1        1000\n",
    "        2  50.00     0.001        1        1000\n",
    "        2  50.00    0.0005        1        2000\n",
    "        2  70.00     0.001        1        1000\n",
    "        2  70.00    0.0005        1        2000\n",
    "        3   0.50     0.001        1        1000\n",
    "        3   0.50    0.0005        1       20000\n",
    "        3   1.00     0.001        1        1000\n",
    "        3   1.00    0.0005        1       20000\n",
    "        3   1.25     0.001        1        1000\n",
    "        3   1.25    0.0005        1       30000\n",
    "        3   1.30     0.001        1        1000\n",
    "        3   1.30    0.0005        1       30000\n",
    "        3   1.40     0.001        1        1000\n",
    "        3   1.40    0.0005        1       30000\n",
    "        3   1.50     0.001        1        1000\n",
    "        3   1.50    0.0005        1       30000\n",
    "        3   1.60     0.001        1        1000\n",
    "        3   1.60    0.0005        1       30000\n",
    "        3   1.70     0.001        1        1000\n",
    "        3   1.70    0.0005        1       30000\n",
    "        3   1.75     0.001        1        1000\n",
    "        3   1.75    0.0005        1       15000\n",
    "        3   1.80     0.001        1        1000\n",
    "        3   1.80    0.0005        1       30000\n",
    "        3   1.90     0.001        1        1000\n",
    "        3   1.90    0.0005        1       30000\n",
    "        3   2.00     0.001        1        1000\n",
    "        3   2.00    0.0005        1       30000\n",
    "        3   2.10     0.001        1        1000\n",
    "        3   2.10    0.0005        1       30000\n",
    "        3   2.20     0.001        1        1000\n",
    "        3   2.20    0.0005        1       30000\n",
    "        3   2.25     0.001        1        1000\n",
    "        3   2.25    0.0005        1       15000\n",
    "        3   2.30     0.001        1        1000\n",
    "        3   2.30    0.0005        1       30000\n",
    "        3   2.40     0.001        1        1000\n",
    "        3   2.40    0.0005        1       30000\n",
    "        3   2.50     0.001        1        1000\n",
    "        3   2.50    0.0005        1       15000\n",
    "        3   3.00     0.001        1        1000\n",
    "        3   3.00    0.0005        1       10000\n",
    "        3   4.00     0.001        1        1000\n",
    "        3   4.00    0.0005        1       10000\n",
    "        3   5.00     0.001        1        1000\n",
    "        3   5.00    0.0005        1       10000\n",
    "        3   8.00     0.001        1        1000\n",
    "        3   8.00    0.0005        1       10000\n",
    "        3   9.00     0.001        1        1000\n",
    "        3   9.00    0.0005        1        2000\n",
    "        3  10.00     0.001        1        1000\n",
    "        3  10.00    0.0005        1        2000\n",
    "        3  15.00     0.001        1        1000\n",
    "        3  20.00     0.001        1        1000\n",
    "        3  50.00     0.001        1        1000\n",
    "        3  50.00    0.0005        1        2000\n",
    "        3  70.00     0.001        1        1000\n",
    "        3  70.00    0.0005        1        2000\n",
    "        4   0.50     0.001        1        1000\n",
    "        4   0.50    0.0005        1       20000\n",
    "        4   0.60     0.001        1        1000\n",
    "        4   0.60    0.0005        1       20000\n",
    "        4   0.75     0.001        1        1000\n",
    "        4   0.75    0.0005        1       30000\n",
    "        4   0.80     0.001        1        1000\n",
    "        4   0.80    0.0005        1       30000\n",
    "        4   0.90     0.001        1        1000\n",
    "        4   0.90    0.0005        1       20000\n",
    "        4   1.00     0.001        1        1000\n",
    "        4   1.00    0.0005        1       10000\n",
    "        4   1.00    0.0005        1       20000\n",
    "        4   1.25     0.001        1        1000\n",
    "        4   1.25    0.0005        1       20000\n",
    "        4   1.50     0.001        1        1000\n",
    "        4   1.50    0.0005        1       20000\n",
    "        4   1.60     0.001        1        1000\n",
    "        4   1.60    0.0005        1       20000\n",
    "        4   1.70     0.001        1        1000\n",
    "        4   1.70    0.0005        1       20000\n",
    "        4   1.75     0.001        1        1000\n",
    "        4   1.75    0.0005        1       20000\n",
    "        4   1.80     0.001        1        1000\n",
    "        4   1.80    0.0005        1       20000\n",
    "        4   1.90     0.001        1        1000\n",
    "        4   1.90    0.0005        1       20000\n",
    "        4   2.00     0.001        1        1000\n",
    "        4   2.00    0.0005        1       20000\n",
    "        4   2.20     0.001        1        1000\n",
    "        4   2.20    0.0005        1       20000\n",
    "        4   2.50     0.001        1        1000\n",
    "        4   2.50    0.0005        1       20000\n",
    "        4   3.00     0.001        1        1000\n",
    "        4   3.00    0.0005        1       20000\n",
    "        4   4.00     0.001        1        1000\n",
    "        4   4.00    0.0005        1       20000\n",
    "        4   5.00     0.001        1        1000\n",
    "        4   5.00    0.0005        1       20000\n",
    "        4   6.00     0.001        1        1000\n",
    "        4   6.00    0.0005        1       20000\n",
    "        4   7.00     0.001        1        1000\n",
    "        4   7.00    0.0005        1       20000\n",
    "        4   8.00     0.001        1        1000\n",
    "        4   8.00    0.0005        1       15000\n",
    "        4   9.00     0.001        1        1000\n",
    "        4   9.00    0.0005        1        4000\n",
    "        4  10.00     0.001        1        1000\n",
    "        4  10.00    0.0005        1        4000\n",
    "        4  15.00     0.001        1        1000\n",
    "        4  20.00     0.001        1        1000\n",
    "        4  50.00     0.001        1        1000\n",
    "        4  70.00     0.001        1        1000\n",
    "        5   0.50     0.001        1        1000\n",
    "        5   0.50    0.0005        1       20000\n",
    "        5   0.75     0.001        1        1000\n",
    "        5   0.75    0.0005        1       20000\n",
    "        5   1.00     0.001        1        1000\n",
    "        5   1.00    0.0005        1       20000\n",
    "        5   1.25     0.001        1        1000\n",
    "        5   1.25    0.0005        1       20000\n",
    "        5   1.50     0.001        1        1000\n",
    "        5   1.50    0.0005        1       20000\n",
    "        5   1.75     0.001        1        1000\n",
    "        5   1.75    0.0005        1       20000\n",
    "        5   2.00     0.001        1        1000\n",
    "        5   2.00    0.0005        1       20000\n",
    "        5   2.10    0.0005        1       10000\n",
    "        5   2.10    0.0005        1       20000\n",
    "        5   2.20    0.0005        1       10000\n",
    "        5   2.20    0.0005        1       20000\n",
    "        5   2.30    0.0005        1       10000\n",
    "        5   2.30    0.0005        1       15000\n",
    "        5   2.40    0.0005        1       10000\n",
    "        5   2.40    0.0005        1       20000\n",
    "        5   2.50     0.001        1        1000\n",
    "        5   2.50    0.0005        1       15000\n",
    "        5   2.60     0.001        1        1000\n",
    "        5   2.60    0.0005        1       15000\n",
    "        5   2.75     0.001        1        1000\n",
    "        5   2.75    0.0005        1       15000\n",
    "        5   2.80     0.001        1        1000\n",
    "        5   2.80    0.0005        1       15000\n",
    "        5   2.90     0.001        1        1000\n",
    "        5   2.90    0.0005        1       15000\n",
    "        5   3.00     0.001        1        1000\n",
    "        5   3.00    0.0005        1       20000\n",
    "        5   4.00     0.001        1        1000\n",
    "        5   4.00    0.0005        1       20000\n",
    "        5   5.00     0.001        1        1000\n",
    "        5   5.00    0.0005        1       20000\n",
    "        5   6.00     0.001        1        1000\n",
    "        5   6.00    0.0005        1       20000\n",
    "        5   7.00     0.001        1        1000\n",
    "        5   7.00    0.0005        1       20000\n",
    "        5   8.00     0.001        1        1000\n",
    "        5   8.00    0.0005        1       20000\n",
    "        5   9.00     0.001        1        1000\n",
    "        5   9.00    0.0005        1       10000\n",
    "        5   9.00    0.0005        1       20000\n",
    "        5  10.00     0.001        1        1000\n",
    "        5  10.00    0.0005        1        8000\n",
    "        5  12.00     0.001        1        1000\n",
    "        5  12.00    0.0005        1        2000\n",
    "        5  15.00     0.001        1        1000\n",
    "        5  15.00    0.0005        1        2000\n",
    "        5  18.00     0.001        1        1000\n",
    "        5  18.00    0.0005        1        2000\n",
    "        5  20.00     0.001        1        1000\n",
    "        5  20.00    0.0005        1        2000\n",
    "        5  50.00     0.001        1        1000\n",
    "        5  50.00    0.0005        1        2000\n",
    "        5  70.00     0.001        1        1000\n",
    "        5  70.00    0.0005        1        2000\n",
    "        6   0.50     0.001        1        1000\n",
    "        6   0.50    0.0005        1       10000\n",
    "        6   0.60     0.001        1        1000\n",
    "        6   0.60    0.0005        1       10000\n",
    "        6   0.75     0.001        1        1000\n",
    "        6   0.75    0.0005        1       20000\n",
    "        6   0.80     0.001        1        1000\n",
    "        6   0.80    0.0005        1       10000\n",
    "        6   0.90     0.001        1        1000\n",
    "        6   0.90    0.0005        1       10000\n",
    "        6   1.00     0.001        1        1000\n",
    "        6   1.00    0.0005        1       20000\n",
    "        6   1.25     0.001        1        1000\n",
    "        6   1.25    0.0005        1       20000\n",
    "        6   1.50     0.001        1        1000\n",
    "        6   1.50    0.0005        1       20000\n",
    "        6   1.75     0.001        1        1000\n",
    "        6   1.75    0.0005        1       20000\n",
    "        6   2.00     0.001        1        1000\n",
    "        6   2.00    0.0005        1       20000\n",
    "        6   2.50     0.001        1        1000\n",
    "        6   2.50    0.0005        1       20000\n",
    "        6   3.00     0.001        1        1000\n",
    "        6   3.00    0.0005        1       20000\n",
    "        6   3.10     0.001        1        1000\n",
    "        6   3.10    0.0005        1       20000\n",
    "        6   3.20     0.001        1        1000\n",
    "        6   3.20    0.0005        1       20000\n",
    "        6   3.25     0.001        1        1000\n",
    "        6   3.25    0.0005        1       20000\n",
    "        6   3.30     0.001        1        1000\n",
    "        6   3.30    0.0005        1       20000\n",
    "        6   3.40     0.001        1        1000\n",
    "        6   3.40    0.0005        1       20000\n",
    "        6   3.50     0.001        1        1000\n",
    "        6   3.50    0.0005        1       20000\n",
    "        6   3.60     0.001        1        1000\n",
    "        6   3.60    0.0005        1       20000\n",
    "        6   3.70     0.001        1        1000\n",
    "        6   3.70    0.0005        1       20000\n",
    "        6   3.80     0.001        1        1000\n",
    "        6   3.80    0.0005        1       20000\n",
    "        6   3.90     0.001        1        1000\n",
    "        6   3.90    0.0005        1       20000\n",
    "        6   4.00     0.001        1        1000\n",
    "        6   4.00    0.0005        1       20000\n",
    "        6   4.25     0.001        1        1000\n",
    "        6   4.25    0.0005        1       20000\n",
    "        6   4.50     0.001        1        1000\n",
    "        6   4.50    0.0005        1       20000\n",
    "        6   5.00     0.001        1        1000\n",
    "        6   5.00    0.0005        1       20000\n",
    "        6   5.50     0.001        1        1000\n",
    "        6   5.50    0.0005        1       20000\n",
    "        6   6.00    0.0005        1       10000\n",
    "        6   6.00    0.0005        1       20000\n",
    "        6   7.00    0.0005        1       10000\n",
    "        6   7.00    0.0005        1       20000\n",
    "        6   8.00     0.001        1        1000\n",
    "        6   8.00    0.0005        1       20000\n",
    "        6   8.00    0.0005        1       15000\n",
    "        6   9.00     0.001        1        1000\n",
    "        6   9.00    0.0005        1       10000\n",
    "        6   9.00    0.0005        1       15000\n",
    "        6  10.00     0.001        1        1000\n",
    "        6  10.00    0.0005        1       10000\n",
    "        6  12.00     0.001        1        1000\n",
    "        6  12.00    0.0005        1       10000\n",
    "        6  14.00     0.001        1        1000\n",
    "        6  14.00    0.0005        1        5000\n",
    "        6  14.00    0.0005        1       10000\n",
    "        6  15.00     0.001        1        1000\n",
    "        6  15.00    0.0005        1        2000\n",
    "        6  18.00     0.001        1        1000\n",
    "        6  18.00    0.0005        1        2000\n",
    "        6  20.00     0.001        1        1000\n",
    "        6  20.00    0.0005        1        2000\n",
    "        6  50.00     0.001        1        1000\n",
    "        6  50.00    0.0005        1        2000\n",
    "        6  70.00     0.001        1        1000\n",
    "        6  70.00    0.0005        1        2000\n",
    "        7   1.00     0.001        1        1000\n",
    "        7   1.00    0.0005        1       20000\n",
    "        7   1.50     0.001        1        1000\n",
    "        7   1.50    0.0005        1       20000\n",
    "        7   1.75     0.001        1        1000\n",
    "        7   1.75    0.0005        1       20000\n",
    "        7   2.00     0.001        1        1000\n",
    "        7   2.00    0.0005        1       20000\n",
    "        7   2.50     0.001        1        1000\n",
    "        7   2.50    0.0005        1       20000\n",
    "        7   3.00     0.001        1        1000\n",
    "        7   3.00    0.0005        1       20000\n",
    "        7   3.50     0.001        1        1000\n",
    "        7   3.50    0.0005        1       20000\n",
    "        7   4.00     0.001        1        1000\n",
    "        7   4.00    0.0005        1       20000\n",
    "        7   4.50     0.001        1        1000\n",
    "        7   4.50    0.0005        1       20000\n",
    "        7   5.00     0.001        1        1000\n",
    "        7   5.00    0.0005        1       20000\n",
    "        7   5.50     0.001        1        1000\n",
    "        7   5.50    0.0005        1       20000\n",
    "        7   6.00     0.001        1        1000\n",
    "        7   6.00    0.0005        1       20000\n",
    "        7   7.00     0.001        1        1000\n",
    "        7   7.00    0.0005        1       20000\n",
    "        7   8.00     0.001        1        1000\n",
    "        7   8.00    0.0005        1       20000\n",
    "        7   9.00     0.001        1        1000\n",
    "        7   9.00    0.0005        1       20000\n",
    "        7  10.00     0.001        1        1000\n",
    "        7  10.00    0.0005        1       20000\n",
    "        7  12.00     0.001        1        1000\n",
    "        7  12.00    0.0005        1       10000\n",
    "        7  14.00     0.001        1        1000\n",
    "        7  14.00    0.0005        1        5000\n",
    "        7  14.00    0.0005        1       10000\n",
    "        7  15.00     0.001        1        1000\n",
    "        7  15.00    0.0005        1        2000\n",
    "        8  10.00     0.001        1        1000\n",
    "'''\n",
    "params_df = pd.read_fwf(\n",
    "        StringIO(params_data_str), comment='#', header=1,\n",
    "        names=['n_nodes', 'T', 'lambda_a', 'n_trajs', 'iter_stop'],\n",
    "        converters={'n_nodes': int, 'T': float, 'lambda_a': float,\n",
    "                    'n_trajs': int, 'iter_stop': int})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "15"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     n_nodes      T  lambda_a  n_trajs  iter_stop\n",
      "0          2   0.50    0.0010        1       1000\n",
      "1          2   0.50    0.0005        1      15000\n",
      "2          2   1.00    0.0010        1       1000\n",
      "3          2   1.00    0.0005        1      30000\n",
      "4          2   1.10    0.0010        1       1000\n",
      "5          2   1.10    0.0005        1      30000\n",
      "6          2   1.20    0.0010        1       1000\n",
      "7          2   1.20    0.0005        1      30000\n",
      "8          2   1.25    0.0010        1       1000\n",
      "9          2   1.25    0.0005        1      30000\n",
      "10         2   1.30    0.0010        1       1000\n",
      "11         2   1.30    0.0005        1      30000\n",
      "12         2   1.40    0.0010        1       1000\n",
      "13         2   1.40    0.0005        1      30000\n",
      "14         2   1.50    0.0010        1       1000\n",
      "15         2   1.50    0.0005        1      30000\n",
      "16         2   1.60    0.0010        1       1000\n",
      "17         2   1.60    0.0005        1      30000\n",
      "18         2   1.75    0.0010        1       1000\n",
      "19         2   1.75    0.0005        1      15000\n",
      "20         2   1.75    0.0005        1      30000\n",
      "21         2   1.80    0.0010        1       1000\n",
      "22         2   1.80    0.0005        1      30000\n",
      "23         2   1.90    0.0010        1       1000\n",
      "24         2   1.90    0.0005        1      30000\n",
      "25         2   2.00    0.0010        1       1000\n",
      "26         2   2.00    0.0005        1      30000\n",
      "27         2   2.10    0.0010        1       1000\n",
      "28         2   2.10    0.0005        1      30000\n",
      "29         2   2.20    0.0010        1       1000\n",
      "30         2   2.20    0.0005        1      30000\n",
      "31         2   2.25    0.0010        1       1000\n",
      "32         2   2.25    0.0005        1      15000\n",
      "33         2   2.30    0.0010        1       1000\n",
      "34         2   2.30    0.0005        1      30000\n",
      "35         2   2.50    0.0010        1       1000\n",
      "36         2   2.50    0.0005        1      20000\n",
      "37         2   3.00    0.0010        1       1000\n",
      "38         2   3.00    0.0005        1      20000\n",
      "39         2   4.00    0.0010        1       1000\n",
      "40         2   4.00    0.0005        1      20000\n",
      "41         2   5.00    0.0010        1       1000\n",
      "42         2   5.00    0.0010        1      20000\n",
      "43         2   7.00    0.0010        1       1000\n",
      "44         2   7.00    0.0010        1      20000\n",
      "45         2  10.00    0.0010        1       1000\n",
      "46         2  10.00    0.0005        1       2000\n",
      "47         2  20.00    0.0010        1       1000\n",
      "48         2  50.00    0.0010        1       1000\n",
      "49         2  50.00    0.0005        1       2000\n",
      "50         2  70.00    0.0010        1       1000\n",
      "51         2  70.00    0.0005        1       2000\n",
      "52         3   0.50    0.0010        1       1000\n",
      "53         3   0.50    0.0005        1      20000\n",
      "54         3   1.00    0.0010        1       1000\n",
      "55         3   1.00    0.0005        1      20000\n",
      "56         3   1.25    0.0010        1       1000\n",
      "57         3   1.25    0.0005        1      30000\n",
      "58         3   1.30    0.0010        1       1000\n",
      "59         3   1.30    0.0005        1      30000\n",
      "60         3   1.40    0.0010        1       1000\n",
      "61         3   1.40    0.0005        1      30000\n",
      "62         3   1.50    0.0010        1       1000\n",
      "63         3   1.50    0.0005        1      30000\n",
      "64         3   1.60    0.0010        1       1000\n",
      "65         3   1.60    0.0005        1      30000\n",
      "66         3   1.70    0.0010        1       1000\n",
      "67         3   1.70    0.0005        1      30000\n",
      "68         3   1.75    0.0010        1       1000\n",
      "69         3   1.75    0.0005        1      15000\n",
      "70         3   1.80    0.0010        1       1000\n",
      "71         3   1.80    0.0005        1      30000\n",
      "72         3   1.90    0.0010        1       1000\n",
      "73         3   1.90    0.0005        1      30000\n",
      "74         3   2.00    0.0010        1       1000\n",
      "75         3   2.00    0.0005        1      30000\n",
      "76         3   2.25    0.0010        1       1000\n",
      "77         3   2.25    0.0005        1      15000\n",
      "78         3   2.50    0.0010        1       1000\n",
      "79         3   2.50    0.0005        1      15000\n",
      "80         3   3.00    0.0010        1       1000\n",
      "81         3   3.00    0.0005        1      10000\n",
      "82         3   4.00    0.0010        1       1000\n",
      "83         3   4.00    0.0005        1      10000\n",
      "84         3   5.00    0.0010        1       1000\n",
      "85         3   5.00    0.0005        1      10000\n",
      "86         3   8.00    0.0010        1       1000\n",
      "87         3   8.00    0.0005        1      10000\n",
      "88         3   9.00    0.0010        1       1000\n",
      "89         3   9.00    0.0005        1       2000\n",
      "90         3  10.00    0.0010        1       1000\n",
      "91         3  10.00    0.0005        1       2000\n",
      "92         3  15.00    0.0010        1       1000\n",
      "93         3  20.00    0.0010        1       1000\n",
      "94         3  50.00    0.0010        1       1000\n",
      "95         3  50.00    0.0005        1       2000\n",
      "96         3  70.00    0.0010        1       1000\n",
      "97         3  70.00    0.0005        1       2000\n",
      "98         4   0.50    0.0010        1       1000\n",
      "99         4   0.50    0.0005        1      20000\n",
      "100        4   0.60    0.0010        1       1000\n",
      "101        4   0.60    0.0005        1      20000\n",
      "102        4   0.75    0.0010        1       1000\n",
      "103        4   0.75    0.0005        1      30000\n",
      "104        4   0.80    0.0010        1       1000\n",
      "105        4   0.80    0.0005        1      30000\n",
      "106        4   0.90    0.0010        1       1000\n",
      "107        4   0.90    0.0005        1      20000\n",
      "108        4   1.00    0.0010        1       1000\n",
      "109        4   1.00    0.0005        1      10000\n",
      "110        4   1.00    0.0005        1      20000\n",
      "111        4   1.25    0.0010        1       1000\n",
      "112        4   1.25    0.0005        1      20000\n",
      "113        4   1.50    0.0010        1       1000\n",
      "114        4   1.50    0.0005        1      20000\n",
      "115        4   1.60    0.0010        1       1000\n",
      "116        4   1.60    0.0005        1      20000\n",
      "117        4   1.70    0.0010        1       1000\n",
      "118        4   1.70    0.0005        1      20000\n",
      "119        4   1.75    0.0010        1       1000\n",
      "120        4   1.75    0.0005        1      20000\n",
      "121        4   1.80    0.0010        1       1000\n",
      "122        4   1.80    0.0005        1      20000\n",
      "123        4   1.90    0.0010        1       1000\n",
      "124        4   1.90    0.0005        1      20000\n",
      "125        4   2.00    0.0010        1       1000\n",
      "126        4   2.00    0.0005        1      20000\n",
      "127        4   2.20    0.0010        1       1000\n",
      "128        4   2.20    0.0005        1      20000\n",
      "129        4   2.50    0.0010        1       1000\n",
      "130        4   2.50    0.0005        1      20000\n",
      "131        4   3.00    0.0010        1       1000\n",
      "132        4   3.00    0.0005        1      20000\n",
      "133        4   4.00    0.0010        1       1000\n",
      "134        4   4.00    0.0005        1      20000\n",
      "135        4   5.00    0.0010        1       1000\n",
      "136        4   5.00    0.0005        1      20000\n",
      "137        4   6.00    0.0010        1       1000\n",
      "138        4   6.00    0.0005        1      20000\n",
      "139        4   7.00    0.0010        1       1000\n",
      "140        4   7.00    0.0005        1      20000\n",
      "141        4   8.00    0.0010        1       1000\n",
      "142        4   8.00    0.0005        1      15000\n",
      "143        4   9.00    0.0010        1       1000\n",
      "144        4   9.00    0.0005        1       4000\n",
      "145        4  10.00    0.0010        1       1000\n",
      "146        4  10.00    0.0005        1       4000\n",
      "147        4  15.00    0.0010        1       1000\n",
      "148        4  20.00    0.0010        1       1000\n",
      "149        4  50.00    0.0010        1       1000\n",
      "150        4  70.00    0.0010        1       1000\n",
      "151        5   0.50    0.0010        1       1000\n",
      "152        5   0.50    0.0005        1      20000\n",
      "153        5   0.75    0.0010        1       1000\n",
      "154        5   0.75    0.0005        1      20000\n",
      "155        5   1.00    0.0010        1       1000\n",
      "156        5   1.00    0.0005        1      20000\n",
      "157        5   1.25    0.0010        1       1000\n",
      "158        5   1.25    0.0005        1      20000\n",
      "159        5   1.50    0.0010        1       1000\n",
      "160        5   1.50    0.0005        1      20000\n",
      "161        5   1.75    0.0010        1       1000\n",
      "162        5   1.75    0.0005        1      20000\n",
      "163        5   2.00    0.0010        1       1000\n",
      "164        5   2.00    0.0005        1      20000\n",
      "165        5   2.10    0.0005        1      10000\n",
      "166        5   2.10    0.0005        1      20000\n",
      "167        5   2.20    0.0005        1      10000\n",
      "168        5   2.20    0.0005        1      20000\n",
      "169        5   2.30    0.0005        1      10000\n",
      "170        5   2.30    0.0005        1      15000\n",
      "171        5   2.40    0.0005        1      10000\n",
      "172        5   2.40    0.0005        1      20000\n",
      "173        5   2.50    0.0010        1       1000\n",
      "174        5   2.50    0.0005        1      15000\n",
      "175        5   2.75    0.0010        1       1000\n",
      "176        5   2.75    0.0005        1      15000\n",
      "177        5   3.00    0.0010        1       1000\n",
      "178        5   3.00    0.0005        1      20000\n",
      "179        5   4.00    0.0010        1       1000\n",
      "180        5   4.00    0.0005        1      20000\n",
      "181        5   5.00    0.0010        1       1000\n",
      "182        5   5.00    0.0005        1      20000\n",
      "183        5   6.00    0.0010        1       1000\n",
      "184        5   6.00    0.0005        1      20000\n",
      "185        5   7.00    0.0010        1       1000\n",
      "186        5   7.00    0.0005        1      20000\n",
      "187        5   8.00    0.0010        1       1000\n",
      "188        5   8.00    0.0005        1      20000\n",
      "189        5   9.00    0.0010        1       1000\n",
      "190        5   9.00    0.0005        1      10000\n",
      "191        5   9.00    0.0005        1      20000\n",
      "192        5  10.00    0.0010        1       1000\n",
      "193        5  10.00    0.0005        1       8000\n",
      "194        5  12.00    0.0010        1       1000\n",
      "195        5  12.00    0.0005        1       2000\n",
      "196        5  15.00    0.0010        1       1000\n",
      "197        5  15.00    0.0005        1       2000\n",
      "198        5  18.00    0.0010        1       1000\n",
      "199        5  18.00    0.0005        1       2000\n",
      "200        5  20.00    0.0010        1       1000\n",
      "201        5  20.00    0.0005        1       2000\n",
      "202        5  50.00    0.0010        1       1000\n",
      "203        5  50.00    0.0005        1       2000\n",
      "204        5  70.00    0.0010        1       1000\n",
      "205        5  70.00    0.0005        1       2000\n",
      "206        6   0.50    0.0010        1       1000\n",
      "207        6   0.50    0.0005        1      10000\n",
      "208        6   0.60    0.0010        1       1000\n",
      "209        6   0.60    0.0005        1      10000\n",
      "210        6   0.75    0.0010        1       1000\n",
      "211        6   0.75    0.0005        1      20000\n",
      "212        6   0.80    0.0010        1       1000\n",
      "213        6   0.80    0.0005        1      10000\n",
      "214        6   0.90    0.0010        1       1000\n",
      "215        6   0.90    0.0005        1      10000\n",
      "216        6   1.00    0.0010        1       1000\n",
      "217        6   1.00    0.0005        1      20000\n",
      "218        6   1.25    0.0010        1       1000\n",
      "219        6   1.25    0.0005        1      20000\n",
      "220        6   1.50    0.0010        1       1000\n",
      "221        6   1.50    0.0005        1      20000\n",
      "222        6   1.75    0.0010        1       1000\n",
      "223        6   1.75    0.0005        1      20000\n",
      "224        6   2.00    0.0010        1       1000\n",
      "225        6   2.00    0.0005        1      20000\n",
      "226        6   2.50    0.0010        1       1000\n",
      "227        6   2.50    0.0005        1      20000\n",
      "228        6   3.00    0.0010        1       1000\n",
      "229        6   3.00    0.0005        1      20000\n",
      "230        6   3.10    0.0010        1       1000\n",
      "231        6   3.10    0.0005        1      20000\n",
      "232        6   3.20    0.0010        1       1000\n",
      "233        6   3.20    0.0005        1      20000\n",
      "234        6   3.25    0.0010        1       1000\n",
      "235        6   3.25    0.0005        1      20000\n",
      "236        6   3.30    0.0010        1       1000\n",
      "237        6   3.30    0.0005        1      20000\n",
      "238        6   3.40    0.0010        1       1000\n",
      "239        6   3.40    0.0005        1      20000\n",
      "240        6   3.50    0.0010        1       1000\n",
      "241        6   3.50    0.0005        1      20000\n",
      "242        6   4.00    0.0010        1       1000\n",
      "243        6   4.00    0.0005        1      20000\n",
      "244        6   4.50    0.0010        1       1000\n",
      "245        6   4.50    0.0005        1      20000\n",
      "246        6   5.00    0.0010        1       1000\n",
      "247        6   5.00    0.0005        1      20000\n",
      "248        6   5.50    0.0010        1       1000\n",
      "249        6   5.50    0.0005        1      20000\n",
      "250        6   6.00    0.0005        1      10000\n",
      "251        6   6.00    0.0005        1      20000\n",
      "252        6   7.00    0.0005        1      10000\n",
      "253        6   7.00    0.0005        1      20000\n",
      "254        6   8.00    0.0010        1       1000\n",
      "255        6   8.00    0.0005        1      20000\n",
      "256        6   8.00    0.0005        1      15000\n",
      "257        6   9.00    0.0010        1       1000\n",
      "258        6   9.00    0.0005        1      10000\n",
      "259        6   9.00    0.0005        1      15000\n",
      "260        6  10.00    0.0010        1       1000\n",
      "261        6  10.00    0.0005        1      10000\n",
      "262        6  12.00    0.0010        1       1000\n",
      "263        6  12.00    0.0005        1      10000\n",
      "264        6  14.00    0.0010        1       1000\n",
      "265        6  14.00    0.0005        1       5000\n",
      "266        6  14.00    0.0005        1      10000\n",
      "267        6  15.00    0.0010        1       1000\n",
      "268        6  15.00    0.0005        1       2000\n",
      "269        6  18.00    0.0010        1       1000\n",
      "270        6  18.00    0.0005        1       2000\n",
      "271        6  20.00    0.0010        1       1000\n",
      "272        6  20.00    0.0005        1       2000\n",
      "273        6  50.00    0.0010        1       1000\n",
      "274        6  50.00    0.0005        1       2000\n",
      "275        6  70.00    0.0010        1       1000\n",
      "276        6  70.00    0.0005        1       2000\n",
      "277        7   1.00    0.0010        1       1000\n",
      "278        7   1.00    0.0005        1      20000\n",
      "279        7   1.50    0.0010        1       1000\n",
      "280        7   1.50    0.0005        1      20000\n",
      "281        7   1.75    0.0010        1       1000\n",
      "282        7   1.75    0.0005        1      20000\n",
      "283        7   2.00    0.0010        1       1000\n",
      "284        7   2.00    0.0005        1      20000\n",
      "285        7   2.50    0.0010        1       1000\n",
      "286        7   2.50    0.0005        1      20000\n",
      "287        7   3.00    0.0010        1       1000\n",
      "288        7   3.00    0.0005        1      20000\n",
      "289        7   3.50    0.0010        1       1000\n",
      "290        7   3.50    0.0005        1      20000\n",
      "291        7   4.00    0.0010        1       1000\n",
      "292        7   4.00    0.0005        1      20000\n",
      "293        7   4.50    0.0010        1       1000\n",
      "294        7   4.50    0.0005        1      20000\n",
      "295        7   5.00    0.0010        1       1000\n",
      "296        7   5.00    0.0005        1      20000\n",
      "297        7   5.50    0.0010        1       1000\n",
      "298        7   5.50    0.0005        1      20000\n",
      "299        7   6.00    0.0010        1       1000\n",
      "300        7   6.00    0.0005        1      20000\n",
      "301        7   7.00    0.0010        1       1000\n",
      "302        7   7.00    0.0005        1      20000\n",
      "303        7   8.00    0.0010        1       1000\n",
      "304        7   8.00    0.0005        1      20000\n",
      "305        7   9.00    0.0010        1       1000\n",
      "306        7   9.00    0.0005        1      20000\n",
      "307        7  10.00    0.0010        1       1000\n",
      "308        7  10.00    0.0005        1      20000\n",
      "309        7  12.00    0.0010        1       1000\n",
      "310        7  12.00    0.0005        1      10000\n",
      "311        7  14.00    0.0010        1       1000\n",
      "312        7  14.00    0.0005        1       5000\n",
      "313        7  14.00    0.0005        1      10000\n",
      "314        7  15.00    0.0010        1       1000\n",
      "315        7  15.00    0.0005        1       2000\n",
      "316        8  10.00    0.0010        1       1000\n"
     ]
    }
   ],
   "source": [
    "print(params_df.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "21"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "root = logging.getLogger()\n",
    "for handler in root.handlers[:]:\n",
    "    root.removeHandler(handler)\n",
    "logging.basicConfig(level=logging.DEBUG, filename='./data/dicke1_nonherm_QSL_clusterjob.log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "22"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#%doit -n 20 rewrite_to_nonherm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "22"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T0_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_30\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_40\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_60\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_80\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T1_90\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2_10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2_20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2_30\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T7\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_2nodes_T70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T0_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_30\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_40\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_60\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_80\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T1_90\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T2_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T8\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T9\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T15\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_3nodes_T70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T0_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T0_60\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T0_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T0_80\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T0_90\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_60\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_80\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T1_90\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T2_20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T6\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T7\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T8\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T9\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T15\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_4nodes_T70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T0_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T0_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T1_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_30\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_40\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T2_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T6\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T7\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T8\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T9\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T12\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T15\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T18\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_5nodes_T70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T0_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T0_60\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T0_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T0_80\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T0_90\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T1_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_25\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_30\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_40\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T3_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T4_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T5_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T6\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T7\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T8\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T9\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T12\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T14\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T15\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T18\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T20\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_6nodes_T70\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T1\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T1_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T1_75\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T2\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T2_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T3\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T3_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T4\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T4_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T5\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T5_50\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T6\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T7\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T8\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T9\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T10\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T12\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T14\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_7nodes_T15\n",
      "-- create_runfolder:./data/dicke1_QSL_nonherm/rf_8nodes_T10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".  update_runfolder:0\n",
      ".  update_runfolder:2\n",
      ".  update_runfolder:4\n",
      ".  update_runfolder:6\n",
      ".  update_runfolder:8\n",
      ".  update_runfolder:10\n",
      ".  update_runfolder:12\n",
      ".  update_runfolder:16\n",
      ".  update_runfolder:14\n",
      ".  update_runfolder:18\n",
      ".  update_runfolder:23\n",
      ".  update_runfolder:21\n",
      ".  update_runfolder:25\n",
      ".  update_runfolder:27\n",
      ".  update_runfolder:29\n",
      ".  update_runfolder:31\n",
      ".  update_runfolder:33\n",
      ".  update_runfolder:35\n",
      ".  update_runfolder:37\n",
      ".  update_runfolder:39\n",
      ".  update_runfolder:54\n",
      ".  update_runfolder:43\n",
      ".  update_runfolder:45\n",
      ".  update_runfolder:50\n",
      ".  update_runfolder:41\n",
      ".  update_runfolder:52\n",
      ".  update_runfolder:47\n",
      ".  update_runfolder:48\n",
      ".  update_runfolder:56\n",
      ".  update_runfolder:60\n",
      ".  update_runfolder:66\n",
      ".  update_runfolder:78\n",
      ".  update_runfolder:74\n",
      ".  update_runfolder:64\n",
      ".  update_runfolder:72\n",
      ".  update_runfolder:68\n",
      ".  update_runfolder:76\n",
      ".  update_runfolder:62\n",
      ".  update_runfolder:90\n",
      ".  update_runfolder:70\n",
      ".  update_runfolder:58\n",
      ".  update_runfolder:104\n",
      ".  update_runfolder:84\n",
      ".  update_runfolder:86\n",
      ".  update_runfolder:88\n",
      ".  update_runfolder:82\n",
      ".  update_runfolder:98\n",
      ".  update_runfolder:92\n",
      ".  update_runfolder:102\n",
      ".  update_runfolder:93\n",
      ".  update_runfolder:80\n",
      ".  update_runfolder:100\n",
      ".  update_runfolder:106\n",
      ".  update_runfolder:96\n",
      ".  update_runfolder:108\n",
      ".  update_runfolder:133\n",
      ".  update_runfolder:113\n",
      ".  update_runfolder:129\n",
      ".  update_runfolder:111\n",
      ".  update_runfolder:123\n",
      ".  update_runfolder:137\n",
      ".  update_runfolder:115\n",
      ".  update_runfolder:119\n",
      ".  update_runfolder:127\n",
      ".  update_runfolder:125\n",
      ".  update_runfolder:121\n",
      ".  update_runfolder:94\n",
      ".  update_runfolder:143\n",
      ".  update_runfolder:135\n",
      ".  update_runfolder:117\n",
      ".  update_runfolder:148\n",
      ".  update_runfolder:131\n",
      ".  update_runfolder:141\n",
      ".  update_runfolder:150\n",
      ".  update_runfolder:139\n",
      ".  update_runfolder:153\n",
      ".  update_runfolder:149\n",
      ".  update_runfolder:165\n",
      ".  update_runfolder:155\n",
      ".  update_runfolder:145\n",
      ".  update_runfolder:151\n",
      ".  update_runfolder:147\n",
      ".  update_runfolder:159\n",
      ".  update_runfolder:163\n",
      ".  update_runfolder:169\n",
      ".  update_runfolder:181\n",
      ".  update_runfolder:183\n",
      ".  update_runfolder:171\n",
      ".  update_runfolder:167\n",
      ".  update_runfolder:157\n",
      ".  update_runfolder:175\n",
      ".  update_runfolder:185\n",
      ".  update_runfolder:187\n",
      ".  update_runfolder:173\n",
      ".  update_runfolder:206\n",
      ".  update_runfolder:161\n",
      ".  update_runfolder:189\n",
      ".  update_runfolder:192\n",
      ".  update_runfolder:194\n",
      ".  update_runfolder:198\n",
      ".  update_runfolder:196\n",
      ".  update_runfolder:179\n",
      ".  update_runfolder:200\n",
      ".  update_runfolder:222\n",
      ".  update_runfolder:208\n",
      ".  update_runfolder:204\n",
      ".  update_runfolder:210\n",
      ".  update_runfolder:202\n",
      ".  update_runfolder:228\n",
      ".  update_runfolder:218\n",
      ".  update_runfolder:224\n",
      ".  update_runfolder:232\n",
      ".  update_runfolder:177\n",
      ".  update_runfolder:214\n",
      ".  update_runfolder:212\n",
      ".  update_runfolder:230\n",
      ".  update_runfolder:216\n",
      ".  update_runfolder:226\n",
      ".  update_runfolder:236\n",
      ".  update_runfolder:238\n",
      ".  update_runfolder:240\n",
      ".  update_runfolder:242\n",
      ".  update_runfolder:244\n",
      ".  update_runfolder:234\n",
      ".  update_runfolder:252\n",
      ".  update_runfolder:246\n",
      ".  update_runfolder:254\n",
      ".  update_runfolder:257\n",
      ".  update_runfolder:220\n",
      ".  update_runfolder:260\n",
      ".  update_runfolder:262\n",
      ".  update_runfolder:250\n",
      ".  update_runfolder:264\n",
      ".  update_runfolder:248\n",
      ".  update_runfolder:271\n",
      ".  update_runfolder:267\n",
      ".  update_runfolder:273\n",
      ".  update_runfolder:269\n",
      ".  update_runfolder:275\n",
      ".  update_runfolder:277\n",
      ".  update_runfolder:279\n",
      ".  update_runfolder:281\n",
      ".  update_runfolder:283\n",
      ".  update_runfolder:285\n",
      ".  update_runfolder:293\n",
      ".  update_runfolder:289\n",
      ".  update_runfolder:291\n",
      ".  update_runfolder:287\n",
      ".  update_runfolder:295\n",
      ".  update_runfolder:297\n",
      ".  update_runfolder:299\n",
      ".  update_runfolder:303\n",
      ".  update_runfolder:305\n",
      ".  update_runfolder:307\n",
      ".  update_runfolder:309\n",
      ".  update_runfolder:301\n",
      ".  update_runfolder:311\n",
      "-- submit_optimization:0\n",
      "-- submit_optimization:4\n",
      "-- submit_optimization:2\n",
      "-- submit_optimization:6\n",
      "-- submit_optimization:8\n",
      "-- submit_optimization:10\n",
      "-- submit_optimization:12\n",
      "-- submit_optimization:14\n",
      "-- submit_optimization:16\n",
      "-- submit_optimization:18\n",
      "-- submit_optimization:21\n",
      "-- submit_optimization:23\n",
      "-- submit_optimization:25\n",
      "-- submit_optimization:27\n",
      "-- submit_optimization:29\n",
      "-- submit_optimization:31\n",
      "-- submit_optimization:33\n",
      "-- submit_optimization:35\n",
      "-- submit_optimization:47\n",
      "-- submit_optimization:37\n",
      "-- submit_optimization:39\n",
      "-- submit_optimization:74\n",
      "-- submit_optimization:64\n",
      "-- submit_optimization:72\n",
      "-- submit_optimization:41\n",
      "-- submit_optimization:48\n",
      "-- submit_optimization:43\n",
      "-- submit_optimization:50\n",
      "-- submit_optimization:54\n",
      "-- submit_optimization:56\n",
      "-- submit_optimization:60\n",
      "-- submit_optimization:52\n",
      "-- submit_optimization:66\n",
      "-- submit_optimization:45\n",
      "-- submit_optimization:62\n",
      "-- submit_optimization:68\n",
      "-- submit_optimization:88\n",
      "-- submit_optimization:76\n",
      "-- submit_optimization:78\n",
      "-- submit_optimization:58\n",
      "-- submit_optimization:70\n",
      "-- submit_optimization:90\n",
      "-- submit_optimization:84\n",
      "-- submit_optimization:86\n",
      "-- submit_optimization:82\n",
      "-- submit_optimization:92\n",
      "-- submit_optimization:102\n",
      "-- submit_optimization:93\n",
      "-- submit_optimization:80\n",
      "-- submit_optimization:100\n",
      "-- submit_optimization:113\n",
      "-- submit_optimization:96\n",
      "-- submit_optimization:106\n",
      "-- submit_optimization:115\n",
      "-- submit_optimization:98\n",
      "-- submit_optimization:111\n",
      "-- submit_optimization:123\n",
      "-- submit_optimization:119\n",
      "-- submit_optimization:117\n",
      "-- submit_optimization:108\n",
      "-- submit_optimization:127\n",
      "-- submit_optimization:125\n",
      "-- submit_optimization:94\n",
      "-- submit_optimization:133\n",
      "-- submit_optimization:104\n",
      "-- submit_optimization:137\n",
      "-- submit_optimization:135\n",
      "-- submit_optimization:139\n",
      "-- submit_optimization:131\n",
      "-- submit_optimization:141\n",
      "-- submit_optimization:151\n",
      "-- submit_optimization:121\n",
      "-- submit_optimization:159\n",
      "-- submit_optimization:149\n",
      "-- submit_optimization:148\n",
      "-- submit_optimization:150\n",
      "-- submit_optimization:143\n",
      "-- submit_optimization:147\n",
      "-- submit_optimization:129\n",
      "-- submit_optimization:153\n",
      "-- submit_optimization:155\n",
      "-- submit_optimization:163\n",
      "-- submit_optimization:157\n",
      "-- submit_optimization:175\n",
      "-- submit_optimization:169\n",
      "-- submit_optimization:145\n",
      "-- submit_optimization:167\n",
      "-- submit_optimization:189\n",
      "-- submit_optimization:200\n",
      "-- submit_optimization:179\n",
      "-- submit_optimization:181\n",
      "-- submit_optimization:173\n",
      "-- submit_optimization:185\n",
      "-- submit_optimization:196\n",
      "-- submit_optimization:183\n",
      "-- submit_optimization:165\n",
      "-- submit_optimization:161\n",
      "-- submit_optimization:198\n",
      "-- submit_optimization:171\n",
      "-- submit_optimization:187\n",
      "-- submit_optimization:192\n",
      "-- submit_optimization:204\n",
      "-- submit_optimization:177\n",
      "-- submit_optimization:206\n",
      "-- submit_optimization:214\n",
      "-- submit_optimization:208\n",
      "-- submit_optimization:230\n",
      "-- submit_optimization:216\n",
      "-- submit_optimization:218\n",
      "-- submit_optimization:224\n",
      "-- submit_optimization:222\n",
      "-- submit_optimization:194\n",
      "-- submit_optimization:202\n",
      "-- submit_optimization:212\n",
      "-- submit_optimization:232\n",
      "-- submit_optimization:210\n",
      "-- submit_optimization:228\n",
      "-- submit_optimization:226\n",
      "-- submit_optimization:234\n",
      "-- submit_optimization:238\n",
      "-- submit_optimization:248\n",
      "-- submit_optimization:240\n",
      "-- submit_optimization:246\n",
      "-- submit_optimization:254\n",
      "-- submit_optimization:257\n",
      "-- submit_optimization:252\n",
      "-- submit_optimization:220\n",
      "-- submit_optimization:236\n",
      "-- submit_optimization:267\n",
      "-- submit_optimization:250\n",
      "-- submit_optimization:264\n",
      "-- submit_optimization:244\n",
      "-- submit_optimization:262\n",
      "-- submit_optimization:242\n",
      "-- submit_optimization:260\n",
      "-- submit_optimization:269\n",
      "-- submit_optimization:271\n",
      "-- submit_optimization:273\n",
      "-- submit_optimization:275\n",
      "-- submit_optimization:287\n",
      ".  update_runfolder:316\n",
      ".  update_runfolder:314\n",
      ".  wait_for_optimization:0\n",
      ".  wait_for_optimization:4\n",
      ".  wait_for_optimization:2\n",
      ".  wait_for_optimization:6\n",
      ".  wait_for_optimization:8\n",
      ".  wait_for_optimization:10\n",
      ".  wait_for_optimization:12\n",
      ".  wait_for_optimization:14\n",
      ".  wait_for_optimization:16\n",
      ".  wait_for_optimization:18\n",
      ".  wait_for_optimization:21\n",
      ".  wait_for_optimization:23\n",
      ".  wait_for_optimization:25\n",
      ".  wait_for_optimization:27\n",
      ".  wait_for_optimization:29\n",
      ".  wait_for_optimization:31\n",
      ".  wait_for_optimization:33\n",
      ".  wait_for_optimization:35\n",
      ".  wait_for_optimization:47\n",
      ".  wait_for_optimization:37\n",
      ".  wait_for_optimization:39\n",
      ".  wait_for_optimization:74\n",
      ".  wait_for_optimization:64\n",
      ".  wait_for_optimization:72\n",
      ".  wait_for_optimization:41\n",
      ".  wait_for_optimization:48\n",
      ".  wait_for_optimization:43\n",
      ".  wait_for_optimization:54\n",
      ".  wait_for_optimization:56\n",
      ".  wait_for_optimization:50\n",
      ".  wait_for_optimization:60\n",
      ".  wait_for_optimization:52\n",
      ".  wait_for_optimization:66\n",
      ".  wait_for_optimization:45\n",
      ".  wait_for_optimization:62\n",
      ".  wait_for_optimization:88\n",
      ".  wait_for_optimization:68\n",
      ".  wait_for_optimization:76\n",
      ".  wait_for_optimization:78\n",
      ".  wait_for_optimization:58\n",
      ".  wait_for_optimization:70\n",
      ".  wait_for_optimization:90\n",
      ".  wait_for_optimization:86\n",
      ".  wait_for_optimization:84\n",
      ".  wait_for_optimization:82\n",
      ".  wait_for_optimization:92\n",
      ".  wait_for_optimization:102\n",
      ".  wait_for_optimization:93\n",
      ".  wait_for_optimization:80\n",
      ".  wait_for_optimization:100\n",
      ".  wait_for_optimization:113\n",
      ".  wait_for_optimization:96\n",
      ".  wait_for_optimization:115\n",
      ".  wait_for_optimization:106\n",
      ".  wait_for_optimization:98\n",
      ".  wait_for_optimization:111\n",
      ".  wait_for_optimization:123\n",
      ".  wait_for_optimization:119\n",
      ".  wait_for_optimization:117\n",
      ".  wait_for_optimization:108\n",
      ".  wait_for_optimization:127\n",
      ".  wait_for_optimization:125\n",
      ".  wait_for_optimization:94\n",
      ".  wait_for_optimization:104\n",
      ".  wait_for_optimization:133\n",
      ".  wait_for_optimization:137\n",
      ".  wait_for_optimization:135\n",
      ".  wait_for_optimization:139\n",
      ".  wait_for_optimization:131\n",
      ".  wait_for_optimization:141\n",
      ".  wait_for_optimization:151\n",
      ".  wait_for_optimization:121\n",
      ".  wait_for_optimization:159\n",
      ".  wait_for_optimization:149\n",
      ".  wait_for_optimization:148\n",
      ".  wait_for_optimization:150\n",
      ".  wait_for_optimization:143\n",
      ".  wait_for_optimization:147\n",
      ".  wait_for_optimization:129\n",
      ".  wait_for_optimization:155\n",
      ".  wait_for_optimization:163\n",
      ".  wait_for_optimization:153\n",
      ".  wait_for_optimization:157\n",
      ".  wait_for_optimization:175\n",
      ".  wait_for_optimization:169\n",
      ".  wait_for_optimization:167\n",
      ".  wait_for_optimization:145\n",
      ".  wait_for_optimization:189\n",
      ".  wait_for_optimization:200\n",
      ".  wait_for_optimization:179\n",
      ".  wait_for_optimization:181\n",
      ".  wait_for_optimization:173\n",
      ".  wait_for_optimization:185\n",
      ".  wait_for_optimization:183\n",
      ".  wait_for_optimization:196\n",
      ".  wait_for_optimization:165\n",
      ".  wait_for_optimization:161\n",
      ".  wait_for_optimization:198\n",
      ".  wait_for_optimization:171\n",
      ".  wait_for_optimization:187\n",
      ".  wait_for_optimization:192\n",
      ".  wait_for_optimization:204\n",
      ".  wait_for_optimization:214\n",
      ".  wait_for_optimization:177\n",
      ".  wait_for_optimization:206\n",
      ".  wait_for_optimization:208\n",
      ".  wait_for_optimization:230\n",
      ".  wait_for_optimization:216\n",
      ".  wait_for_optimization:218\n",
      ".  wait_for_optimization:224\n",
      ".  wait_for_optimization:222\n",
      ".  wait_for_optimization:194\n",
      ".  wait_for_optimization:202\n",
      ".  wait_for_optimization:212\n",
      ".  wait_for_optimization:232\n",
      ".  wait_for_optimization:210\n",
      ".  wait_for_optimization:226\n",
      ".  wait_for_optimization:228\n",
      ".  wait_for_optimization:234\n",
      ".  wait_for_optimization:238\n",
      ".  wait_for_optimization:240\n",
      ".  wait_for_optimization:248\n",
      ".  wait_for_optimization:246\n",
      ".  wait_for_optimization:254\n",
      ".  wait_for_optimization:257\n",
      ".  wait_for_optimization:252\n",
      ".  wait_for_optimization:220\n",
      ".  wait_for_optimization:236\n",
      ".  wait_for_optimization:267\n",
      ".  wait_for_optimization:250\n",
      ".  wait_for_optimization:264\n",
      ".  wait_for_optimization:244\n",
      ".  wait_for_optimization:262\n",
      ".  wait_for_optimization:242\n",
      ".  wait_for_optimization:260\n",
      ".  wait_for_optimization:269\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- submit_optimization:279\n",
      "-- submit_optimization:285\n",
      "-- submit_optimization:281\n",
      "-- submit_optimization:293\n",
      "-- submit_optimization:283\n",
      "-- submit_optimization:305\n",
      "-- submit_optimization:289\n",
      "-- submit_optimization:295\n",
      "-- submit_optimization:299\n",
      "-- submit_optimization:309\n",
      "-- submit_optimization:297\n",
      "-- submit_optimization:277\n",
      "-- submit_optimization:291\n",
      "-- submit_optimization:307\n",
      "-- submit_optimization:311\n",
      "-- submit_optimization:303\n",
      "-- submit_optimization:314\n",
      ".  wait_for_optimization:271\n",
      ".  wait_for_optimization:273\n",
      ".  wait_for_optimization:275\n",
      ".  wait_for_optimization:287\n",
      ".  submit_optimization:301\n",
      ".  update_runfolder:5\n",
      ".  update_runfolder:3\n",
      ".  submit_optimization:316\n",
      ".  update_runfolder:11\n",
      ".  update_runfolder:1\n",
      ".  update_runfolder:7\n",
      ".  update_runfolder:9\n",
      ".  update_runfolder:26\n",
      ".  update_runfolder:28\n",
      ".  update_runfolder:30\n",
      ".  update_runfolder:32\n",
      ".  update_runfolder:65\n",
      ".  update_runfolder:75\n",
      ".  update_runfolder:15\n",
      ".  update_runfolder:22\n",
      ".  update_runfolder:73\n",
      ".  update_runfolder:17\n",
      ".  update_runfolder:13\n",
      ".  update_runfolder:24\n",
      ".  update_runfolder:34\n",
      ".  update_runfolder:51\n",
      ".  update_runfolder:67\n",
      ".  update_runfolder:57\n",
      ".  update_runfolder:61\n",
      ".  update_runfolder:19\n",
      ".  update_runfolder:49\n",
      ".  update_runfolder:69\n",
      ".  update_runfolder:63\n",
      ".  update_runfolder:79\n",
      ".  update_runfolder:59\n",
      ".  update_runfolder:71\n",
      ".  update_runfolder:91\n",
      ".  update_runfolder:46\n",
      ".  update_runfolder:77\n",
      ".  update_runfolder:89\n",
      ".  update_runfolder:107\n",
      ".  update_runfolder:101\n",
      ".  update_runfolder:97\n",
      ".  update_runfolder:120\n",
      ".  update_runfolder:118\n",
      ".  update_runfolder:81\n",
      ".  update_runfolder:128\n",
      ".  update_runfolder:116\n",
      ".  update_runfolder:99\n",
      ".  update_runfolder:114\n",
      ".  update_runfolder:124\n",
      ".  update_runfolder:109\n",
      ".  update_runfolder:95\n",
      ".  update_runfolder:126\n",
      ".  update_runfolder:112\n",
      ".  update_runfolder:140\n",
      ".  update_runfolder:132\n",
      ".  update_runfolder:134\n",
      ".  update_runfolder:138\n",
      ".  update_runfolder:152\n",
      ".  update_runfolder:122\n",
      ".  update_runfolder:160\n",
      ".  update_runfolder:164\n",
      ".  update_runfolder:158\n",
      ".  update_runfolder:130\n",
      ".  update_runfolder:144\n",
      ".  update_runfolder:174\n",
      ".  update_runfolder:156\n",
      ".  update_runfolder:154\n",
      ".  update_runfolder:170\n",
      ".  update_runfolder:190\n",
      ".  update_runfolder:182\n",
      ".  update_runfolder:168\n",
      ".  update_runfolder:146\n",
      ".  update_runfolder:201\n",
      ".  update_runfolder:180\n",
      ".  update_runfolder:186\n",
      ".  update_runfolder:197\n",
      ".  update_runfolder:176\n",
      ".  update_runfolder:162\n",
      ".  update_runfolder:184\n",
      ".  update_runfolder:166\n",
      ".  update_runfolder:178\n",
      ".  update_runfolder:172\n",
      ".  update_runfolder:199\n",
      ".  update_runfolder:207\n",
      ".  update_runfolder:188\n",
      ".  update_runfolder:193\n",
      ".  update_runfolder:219\n",
      ".  update_runfolder:205\n",
      ".  update_runfolder:209\n",
      ".  update_runfolder:231\n",
      ".  update_runfolder:217\n",
      ".  update_runfolder:223\n",
      ".  update_runfolder:225\n",
      ".  update_runfolder:215\n",
      ".  update_runfolder:203\n",
      ".  update_runfolder:249\n",
      ".  update_runfolder:195\n",
      ".  update_runfolder:229\n",
      ".  update_runfolder:258\n",
      ".  update_runfolder:213\n",
      ".  update_runfolder:235\n",
      ".  update_runfolder:239\n",
      ".  update_runfolder:247\n",
      ".  update_runfolder:233\n",
      ".  update_runfolder:241\n",
      ".  update_runfolder:221\n",
      ".  update_runfolder:211\n",
      ".  update_runfolder:253\n",
      ".  update_runfolder:237\n",
      ".  update_runfolder:227\n",
      ".  update_runfolder:255\n",
      ".  update_runfolder:263\n",
      ".  update_runfolder:251\n",
      ".  update_runfolder:268\n",
      ".  update_runfolder:265\n",
      ".  wait_for_optimization:279\n",
      ".  wait_for_optimization:285\n",
      ".  wait_for_optimization:283\n",
      ".  wait_for_optimization:305\n",
      ".  update_runfolder:270\n",
      ".  wait_for_optimization:299\n",
      ".  update_runfolder:243\n",
      ".  update_runfolder:245\n",
      ".  wait_for_optimization:297\n",
      ".  wait_for_optimization:281\n",
      ".  wait_for_optimization:289\n",
      ".  wait_for_optimization:307\n",
      ".  wait_for_optimization:277\n",
      ".  wait_for_optimization:309\n",
      ".  wait_for_optimization:293\n",
      ".  wait_for_optimization:295\n",
      ".  wait_for_optimization:311\n",
      ".  update_runfolder:261\n",
      ".  wait_for_optimization:291\n",
      ".  wait_for_optimization:303\n",
      ".  wait_for_optimization:314\n",
      "-- submit_optimization:11\n",
      "-- submit_optimization:9\n",
      "-- submit_optimization:1\n",
      "-- submit_optimization:30\n",
      "-- submit_optimization:15\n",
      "-- submit_optimization:5\n",
      "-- submit_optimization:7\n",
      "-- submit_optimization:3\n",
      ".  update_runfolder:274\n",
      ".  update_runfolder:276\n",
      ".  update_runfolder:38\n",
      ".  update_runfolder:288\n",
      ".  update_runfolder:87\n",
      ".  update_runfolder:53\n",
      ".  update_runfolder:272\n",
      ".  update_runfolder:142\n",
      ".  update_runfolder:40\n",
      ".  update_runfolder:85\n",
      ".  update_runfolder:136\n",
      ".  wait_for_optimization:301\n",
      ".  update_runfolder:103\n",
      ".  update_runfolder:44\n",
      "-- submit_optimization:17\n",
      "-- submit_optimization:32\n",
      "-- submit_optimization:28\n",
      "-- submit_optimization:65\n",
      "-- submit_optimization:22\n",
      "-- submit_optimization:34\n",
      "-- submit_optimization:73\n",
      "-- submit_optimization:13\n",
      "-- submit_optimization:19\n",
      "-- submit_optimization:75\n",
      "-- submit_optimization:51\n",
      "-- submit_optimization:57\n",
      "-- submit_optimization:61\n",
      "-- submit_optimization:71\n",
      "-- submit_optimization:24\n",
      "-- submit_optimization:49\n",
      ".  update_runfolder:36\n",
      ".  update_runfolder:55\n",
      ".  update_runfolder:83\n",
      ".  update_runfolder:105\n",
      "-- submit_optimization:63\n",
      "-- submit_optimization:79\n",
      "-- submit_optimization:59\n",
      "-- submit_optimization:67\n",
      "-- submit_optimization:46\n",
      "-- submit_optimization:69\n",
      "-- submit_optimization:89\n",
      "-- submit_optimization:77\n",
      "-- submit_optimization:116\n",
      "-- submit_optimization:114\n",
      "-- submit_optimization:95\n",
      "-- submit_optimization:107\n",
      "-- submit_optimization:112\n",
      "-- submit_optimization:99\n",
      "-- submit_optimization:124\n",
      "-- submit_optimization:91\n",
      "-- submit_optimization:120\n",
      "-- submit_optimization:118\n",
      "-- submit_optimization:109\n",
      "-- submit_optimization:128\n",
      "-- submit_optimization:126\n",
      "-- submit_optimization:81\n",
      "-- submit_optimization:101\n",
      ".  update_runfolder:42\n",
      "-- submit_optimization:97\n",
      "-- submit_optimization:122\n",
      "-- submit_optimization:130\n",
      "-- submit_optimization:154\n",
      "-- submit_optimization:170\n",
      "-- submit_optimization:190\n",
      "-- submit_optimization:146\n",
      "-- submit_optimization:201\n",
      "-- submit_optimization:144\n",
      "-- submit_optimization:174\n",
      "-- submit_optimization:197\n",
      "-- submit_optimization:176\n",
      "-- submit_optimization:199\n",
      ".  submit_optimization:26\n",
      ".  wait_for_optimization:316\n",
      ".  submit_optimization:132\n",
      ".  submit_optimization:134\n",
      ".  submit_optimization:138\n",
      ".  submit_optimization:152\n",
      "-- submit_optimization:193\n",
      "-- submit_optimization:207\n",
      ".  submit_optimization:140\n",
      "-- submit_optimization:205\n",
      ".  submit_optimization:168\n",
      ".  submit_optimization:186\n",
      ".  submit_optimization:164\n",
      ".  submit_optimization:156\n",
      "-- submit_optimization:258\n",
      ".  submit_optimization:182\n",
      ".  submit_optimization:180\n",
      ".  submit_optimization:160\n",
      ".  submit_optimization:158\n",
      ".  submit_optimization:184\n",
      ".  submit_optimization:217\n",
      ".  submit_optimization:225\n",
      ".  submit_optimization:166\n",
      ".  submit_optimization:162\n",
      ".  submit_optimization:188\n",
      "-- submit_optimization:195\n",
      ".  submit_optimization:178\n",
      ".  submit_optimization:219\n",
      "-- submit_optimization:203\n",
      ".  submit_optimization:209\n",
      ".  submit_optimization:223\n",
      ".  submit_optimization:172\n",
      ".  submit_optimization:215\n",
      ".  submit_optimization:231\n",
      ".  submit_optimization:221\n",
      ".  submit_optimization:253\n",
      "-- submit_optimization:268\n",
      ".  submit_optimization:237\n",
      ".  submit_optimization:227\n",
      ".  submit_optimization:229\n",
      ".  submit_optimization:239\n",
      ".  submit_optimization:249\n",
      ".  submit_optimization:247\n",
      ".  submit_optimization:233\n",
      ".  submit_optimization:241\n",
      ".  submit_optimization:235\n",
      ".  submit_optimization:211\n",
      "-- submit_optimization:263\n",
      "-- submit_optimization:261\n",
      ".  submit_optimization:251\n",
      ".  update_runfolder:280\n",
      ".  update_runfolder:286\n",
      ".  submit_optimization:255\n",
      ".  submit_optimization:213\n",
      "-- submit_optimization:265\n",
      "-- submit_optimization:270\n",
      ".  update_runfolder:300\n",
      ".  update_runfolder:298\n",
      ".  update_runfolder:282\n",
      ".  update_runfolder:284\n",
      ".  update_runfolder:290\n",
      ".  update_runfolder:306\n",
      ".  submit_optimization:245\n",
      ".  update_runfolder:308\n",
      ".  update_runfolder:278\n",
      ".  update_runfolder:310\n",
      "-- submit_optimization:44\n",
      ".  submit_optimization:243\n",
      ".  update_runfolder:296\n",
      ".  update_runfolder:294\n",
      ".  update_runfolder:312\n",
      ".  update_runfolder:292\n",
      ".  update_runfolder:304\n",
      ".  update_runfolder:315\n",
      ".  wait_for_optimization:11\n",
      ".  wait_for_optimization:9\n",
      ".  wait_for_optimization:1\n",
      ".  wait_for_optimization:30\n",
      ".  wait_for_optimization:15\n",
      ".  wait_for_optimization:7\n",
      ".  wait_for_optimization:5\n",
      "-- submit_optimization:38\n",
      ".  wait_for_optimization:3\n",
      ".  wait_for_optimization:17\n",
      ".  wait_for_optimization:32\n",
      ".  wait_for_optimization:28\n",
      ".  wait_for_optimization:65\n",
      ".  wait_for_optimization:22\n",
      ".  wait_for_optimization:34\n",
      ".  wait_for_optimization:73\n",
      ".  wait_for_optimization:13\n",
      ".  wait_for_optimization:19\n",
      ".  wait_for_optimization:75\n",
      ".  wait_for_optimization:51\n",
      ".  wait_for_optimization:57\n",
      ".  wait_for_optimization:61\n",
      ".  wait_for_optimization:71\n",
      ".  wait_for_optimization:24\n",
      ".  wait_for_optimization:49\n",
      ".  wait_for_optimization:63\n",
      ".  wait_for_optimization:59\n",
      ".  wait_for_optimization:79\n",
      ".  wait_for_optimization:67\n",
      ".  wait_for_optimization:46\n",
      ".  wait_for_optimization:69\n",
      "-- submit_optimization:40\n",
      "-- submit_optimization:85\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- submit_optimization:105\n",
      "-- submit_optimization:87\n",
      ".  wait_for_optimization:89\n",
      "-- submit_optimization:55\n",
      ".  wait_for_optimization:77\n",
      "-- submit_optimization:42\n",
      "-- submit_optimization:36\n",
      ".  wait_for_optimization:114\n",
      ".  wait_for_optimization:116\n",
      ".  wait_for_optimization:95\n",
      "-- submit_optimization:53\n",
      "-- submit_optimization:276\n",
      ".  wait_for_optimization:107\n",
      "-- submit_optimization:142\n",
      ".  wait_for_optimization:112\n",
      ".  wait_for_optimization:99\n",
      ".  wait_for_optimization:124\n",
      "-- submit_optimization:83\n",
      "-- submit_optimization:103\n",
      ".  wait_for_optimization:91\n",
      "-- submit_optimization:272\n",
      ".  wait_for_optimization:120\n",
      ".  wait_for_optimization:118\n",
      "-- submit_optimization:274\n",
      "-- submit_optimization:136\n",
      ".  wait_for_optimization:109\n",
      ".  wait_for_optimization:128\n",
      ".  wait_for_optimization:126\n",
      ".  wait_for_optimization:81\n",
      ".  wait_for_optimization:101\n",
      ".  wait_for_optimization:97\n",
      ".  wait_for_optimization:122\n",
      ".  wait_for_optimization:130\n",
      ".  wait_for_optimization:154\n",
      ".  wait_for_optimization:170\n",
      ".  wait_for_optimization:190\n",
      ".  wait_for_optimization:146\n",
      ".  wait_for_optimization:201\n",
      ".  wait_for_optimization:144\n",
      ".  wait_for_optimization:174\n",
      ".  wait_for_optimization:197\n",
      ".  wait_for_optimization:176\n",
      ".  wait_for_optimization:199\n",
      ".  submit_optimization:288\n",
      ".  wait_for_optimization:26\n",
      ".  wait_for_optimization:132\n",
      ".  wait_for_optimization:134\n",
      ".  wait_for_optimization:193\n",
      ".  wait_for_optimization:207\n",
      ".  wait_for_optimization:152\n",
      ".  wait_for_optimization:138\n",
      ".  wait_for_optimization:140\n",
      ".  wait_for_optimization:205\n",
      ".  wait_for_optimization:186\n",
      ".  wait_for_optimization:168\n",
      ".  wait_for_optimization:164\n",
      ".  wait_for_optimization:217\n",
      ".  wait_for_optimization:160\n",
      ".  wait_for_optimization:156\n",
      ".  wait_for_optimization:182\n",
      ".  wait_for_optimization:184\n",
      ".  wait_for_optimization:258\n",
      ".  wait_for_optimization:180\n",
      ".  wait_for_optimization:158\n",
      ".  wait_for_optimization:225\n",
      ".  wait_for_optimization:166\n",
      ".  wait_for_optimization:162\n",
      ".  wait_for_optimization:195\n",
      ".  wait_for_optimization:188\n",
      ".  wait_for_optimization:178\n",
      ".  wait_for_optimization:219\n",
      ".  wait_for_optimization:203\n",
      ".  wait_for_optimization:209\n",
      ".  wait_for_optimization:223\n",
      ".  wait_for_optimization:172\n",
      ".  wait_for_optimization:215\n",
      ".  wait_for_optimization:231\n",
      ".  wait_for_optimization:268\n",
      ".  wait_for_optimization:221\n",
      ".  wait_for_optimization:253\n",
      ".  wait_for_optimization:237\n",
      ".  wait_for_optimization:227\n",
      ".  wait_for_optimization:229\n",
      ".  wait_for_optimization:239\n",
      ".  wait_for_optimization:249\n",
      ".  wait_for_optimization:247\n",
      ".  wait_for_optimization:233\n",
      ".  wait_for_optimization:241\n",
      ".  wait_for_optimization:263\n",
      ".  wait_for_optimization:235\n"
     ]
    }
   ],
   "source": [
    "%doit -n 20 wait_for_optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "default",
   "language": "python",
   "name": "default"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}