{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation Run 1\n",
      "\n",
      "single_proc: [<SimCAD.Configuration object at 0x10fc1a8d0>]\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "|    |   mech_step |   run | s1         | s2        |       s3 |       s4 |   time_step | timestamp           |\n",
      "|----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------|\n",
      "|  0 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "|  1 |           1 |     1 | 1          | 4         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  2 |           2 |     1 | ab         | 6         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  3 |           3 |     1 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  4 |           1 |     1 | 1          | 4         |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  5 |           2 |     1 | ab         | 6         |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  6 |           3 |     1 | ['c', 'd'] | [ 30 300] |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  7 |           1 |     1 | 1          | 4         |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "|  8 |           2 |     1 | ab         | 6         |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "|  9 |           3 |     1 | ['c', 'd'] | [ 30 300] |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "| 10 |           1 |     1 | 1          | 4         |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 11 |           2 |     1 | ab         | 6         |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 12 |           3 |     1 | ['c', 'd'] | [ 30 300] |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 13 |           1 |     1 | 1          | 4         |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 14 |           2 |     1 | ab         | 6         |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 15 |           3 |     1 | ['c', 'd'] | [ 30 300] |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 16 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "| 17 |           1 |     2 | 1          | 4         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 18 |           2 |     2 | ab         | 6         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 19 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 20 |           1 |     2 | 1          | 4         | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 21 |           2 |     2 | ab         | 6         | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 22 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 23 |           1 |     2 | 1          | 4         |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 24 |           2 |     2 | ab         | 6         |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 25 |           3 |     2 | ['c', 'd'] | [ 30 300] |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 26 |           1 |     2 | 1          | 4         |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 27 |           2 |     2 | ab         | 6         |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 28 |           3 |     2 | ['c', 'd'] | [ 30 300] |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 29 |           1 |     2 | 1          | 4         |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "| 30 |           2 |     2 | ab         | 6         |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "| 31 |           3 |     2 | ['c', 'd'] | [ 30 300] |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "\n",
      "Simulation Run 2: Pairwise Execution\n",
      "\n",
      "multi_proc: [<SimCAD.Configuration object at 0x10fc1a8d0>, <SimCAD.Configuration object at 0x10fc1aeb8>]\n",
      "+----+--------------------------------+--------------------------------+--------------------------------+--------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----+\n",
      "|    | b1                             | b2                             | s1                             | s2                             | es1                                                 | es2                                                 | es3                                                 |   m |\n",
      "|----+--------------------------------+--------------------------------+--------------------------------+--------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----|\n",
      "|  0 | <function b1m1 at 0x10faedd08> | <function b2m1 at 0x10fc230d0> | <function s1m1 at 0x10fc23378> | <function s2m1 at 0x10fc23400> | <function curried.<locals>._curried at 0x10fc23ae8> | <function curried.<locals>._curried at 0x10fc23b70> | <function curried.<locals>._curried at 0x10fc23bf8> |   1 |\n",
      "|  1 | <function b1m2 at 0x10fc23158> | <function b2m2 at 0x10fc231e0> | <function s1m2 at 0x10fc23488> | <function s2m2 at 0x10fc23510> | <function curried.<locals>._curried at 0x10fc23ae8> | <function curried.<locals>._curried at 0x10fc23b70> | <function curried.<locals>._curried at 0x10fc23bf8> |   2 |\n",
      "|  2 | <function b1m3 at 0x10fc23268> | <function b2m3 at 0x10fc232f0> | <function s1m3 at 0x10fc23598> | <function s2m3 at 0x10fc23620> | <function curried.<locals>._curried at 0x10fc23ae8> | <function curried.<locals>._curried at 0x10fc23b70> | <function curried.<locals>._curried at 0x10fc23bf8> |   3 |\n",
      "+----+--------------------------------+--------------------------------+--------------------------------+--------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----+\n",
      "+----+--------------------------------+--------------------------------+--------------------------------+------------------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----+\n",
      "|    | b1                             | b2                             | s1                             | s2                                                         | es1                                                 | es2                                                 | es3                                                 |   m |\n",
      "|----+--------------------------------+--------------------------------+--------------------------------+------------------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----|\n",
      "|  0 | <function b1m1 at 0x10fc23d08> | <function b2m1 at 0x10fc23d90> | <function s1m1 at 0x10fc290d0> | <function state_identity.<locals>.<lambda> at 0x10d4f6598> | <function curried.<locals>._curried at 0x10fc29840> | <function curried.<locals>._curried at 0x10fc298c8> | <function curried.<locals>._curried at 0x10fc29950> |   1 |\n",
      "|  1 | <function b1m2 at 0x10fc23e18> | <function b2m2 at 0x10fc23ea0> | <function s1m2 at 0x10fc291e0> | <function state_identity.<locals>.<lambda> at 0x10d4f6598> | <function curried.<locals>._curried at 0x10fc29840> | <function curried.<locals>._curried at 0x10fc298c8> | <function curried.<locals>._curried at 0x10fc29950> |   2 |\n",
      "|  2 | <function b1m3 at 0x10fc23f28> | <function b2m3 at 0x10fc29048> | <function s1m3 at 0x10fc292f0> | <function s2m3 at 0x10fc29378>                             | <function curried.<locals>._curried at 0x10fc29840> | <function curried.<locals>._curried at 0x10fc298c8> | <function curried.<locals>._curried at 0x10fc29950> |   3 |\n",
      "+----+--------------------------------+--------------------------------+--------------------------------+------------------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----------------------------------------------------+-----+\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "|    |   mech_step |   run | s1         | s2        |       s3 |       s4 |   time_step | timestamp           |\n",
      "|----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------|\n",
      "|  0 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "|  1 |           1 |     1 | 1          | 4         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  2 |           2 |     1 | ab         | 6         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  3 |           3 |     1 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  4 |           1 |     1 | 1          | 4         | 12.2922  | 10.8846  |           2 | 2018-10-01 15:16:26 |\n",
      "|  5 |           2 |     1 | ab         | 6         | 12.2922  | 10.8846  |           2 | 2018-10-01 15:16:26 |\n",
      "|  6 |           3 |     1 | ['c', 'd'] | [ 30 300] | 12.2922  | 10.8846  |           2 | 2018-10-01 15:16:26 |\n",
      "|  7 |           1 |     1 | 1          | 4         | 12.3433  | 11.8439  |           3 | 2018-10-01 15:16:27 |\n",
      "|  8 |           2 |     1 | ab         | 6         | 12.3433  | 11.8439  |           3 | 2018-10-01 15:16:27 |\n",
      "|  9 |           3 |     1 | ['c', 'd'] | [ 30 300] | 12.3433  | 11.8439  |           3 | 2018-10-01 15:16:27 |\n",
      "| 10 |           1 |     1 | 1          | 4         | 10.9634  | 13.8687  |           4 | 2018-10-01 15:16:28 |\n",
      "| 11 |           2 |     1 | ab         | 6         | 10.9634  | 13.8687  |           4 | 2018-10-01 15:16:28 |\n",
      "| 12 |           3 |     1 | ['c', 'd'] | [ 30 300] | 10.9634  | 13.8687  |           4 | 2018-10-01 15:16:28 |\n",
      "| 13 |           1 |     1 | 1          | 4         | 11.5544  | 13.9381  |           5 | 2018-10-01 15:16:29 |\n",
      "| 14 |           2 |     1 | ab         | 6         | 11.5544  | 13.9381  |           5 | 2018-10-01 15:16:29 |\n",
      "| 15 |           3 |     1 | ['c', 'd'] | [ 30 300] | 11.5544  | 13.9381  |           5 | 2018-10-01 15:16:29 |\n",
      "| 16 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "| 17 |           1 |     2 | 1          | 4         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 18 |           2 |     2 | ab         | 6         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 19 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 20 |           1 |     2 | 1          | 4         |  9.98087 |  9.45464 |           2 | 2018-10-01 15:16:26 |\n",
      "| 21 |           2 |     2 | ab         | 6         |  9.98087 |  9.45464 |           2 | 2018-10-01 15:16:26 |\n",
      "| 22 |           3 |     2 | ['c', 'd'] | [ 30 300] |  9.98087 |  9.45464 |           2 | 2018-10-01 15:16:26 |\n",
      "| 23 |           1 |     2 | 1          | 4         | 11.1536  |  7.9925  |           3 | 2018-10-01 15:16:27 |\n",
      "| 24 |           2 |     2 | ab         | 6         | 11.1536  |  7.9925  |           3 | 2018-10-01 15:16:27 |\n",
      "| 25 |           3 |     2 | ['c', 'd'] | [ 30 300] | 11.1536  |  7.9925  |           3 | 2018-10-01 15:16:27 |\n",
      "| 26 |           1 |     2 | 1          | 4         | 10.3195  |  8.77766 |           4 | 2018-10-01 15:16:28 |\n",
      "| 27 |           2 |     2 | ab         | 6         | 10.3195  |  8.77766 |           4 | 2018-10-01 15:16:28 |\n",
      "| 28 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10.3195  |  8.77766 |           4 | 2018-10-01 15:16:28 |\n",
      "| 29 |           1 |     2 | 1          | 4         | 10.3288  |  7.81118 |           5 | 2018-10-01 15:16:29 |\n",
      "| 30 |           2 |     2 | ab         | 6         | 10.3288  |  7.81118 |           5 | 2018-10-01 15:16:29 |\n",
      "| 31 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10.3288  |  7.81118 |           5 | 2018-10-01 15:16:29 |\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "|    |   mech_step |   run | s1         | s2        |       s3 |       s4 |   time_step | timestamp           |\n",
      "|----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------|\n",
      "|  0 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "|  1 |           1 |     1 | 1          | 0         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  2 |           2 |     1 | ab         | 0         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  3 |           3 |     1 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "|  4 |           1 |     1 | 1          | [ 30 300] |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  5 |           2 |     1 | ab         | [ 30 300] |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  6 |           3 |     1 | ['c', 'd'] | [ 30 300] |  9.94373 | 10.4365  |           2 | 2018-10-01 15:16:26 |\n",
      "|  7 |           1 |     1 | 1          | [ 30 300] |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "|  8 |           2 |     1 | ab         | [ 30 300] |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "|  9 |           3 |     1 | ['c', 'd'] | [ 30 300] |  7.81956 | 10.5372  |           3 | 2018-10-01 15:16:27 |\n",
      "| 10 |           1 |     1 | 1          | [ 30 300] |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 11 |           2 |     1 | ab         | [ 30 300] |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 12 |           3 |     1 | ['c', 'd'] | [ 30 300] |  9.10218 |  8.57362 |           4 | 2018-10-01 15:16:28 |\n",
      "| 13 |           1 |     1 | 1          | [ 30 300] |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 14 |           2 |     1 | ab         | [ 30 300] |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 15 |           3 |     1 | ['c', 'd'] | [ 30 300] |  7.46976 |  8.33579 |           5 | 2018-10-01 15:16:29 |\n",
      "| 16 |           0 |     2 | 0          | 0         |  1       |  1       |           0 | 2018-10-01 15:16:24 |\n",
      "| 17 |           1 |     2 | 1          | 0         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 18 |           2 |     2 | ab         | 0         | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 19 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10       | 10       |           1 | 2018-10-01 15:16:25 |\n",
      "| 20 |           1 |     2 | 1          | [ 30 300] | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 21 |           2 |     2 | ab         | [ 30 300] | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 22 |           3 |     2 | ['c', 'd'] | [ 30 300] | 10.5029  |  9.91726 |           2 | 2018-10-01 15:16:26 |\n",
      "| 23 |           1 |     2 | 1          | [ 30 300] |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 24 |           2 |     2 | ab         | [ 30 300] |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 25 |           3 |     2 | ['c', 'd'] | [ 30 300] |  9.19497 |  9.29545 |           3 | 2018-10-01 15:16:27 |\n",
      "| 26 |           1 |     2 | 1          | [ 30 300] |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 27 |           2 |     2 | ab         | [ 30 300] |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 28 |           3 |     2 | ['c', 'd'] | [ 30 300] |  8.22219 |  9.25471 |           4 | 2018-10-01 15:16:28 |\n",
      "| 29 |           1 |     2 | 1          | [ 30 300] |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "| 30 |           2 |     2 | ab         | [ 30 300] |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "| 31 |           3 |     2 | ['c', 'd'] | [ 30 300] |  7.47478 |  8.81306 |           5 | 2018-10-01 15:16:29 |\n",
      "+----+-------------+-------+------------+-----------+----------+----------+-------------+---------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "\n",
    "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
    "from sandboxUX import config1, config2\n",
    "from SimCAD import configs\n",
    "\n",
    "# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
    "\n",
    "exec_mode = ExecutionMode()\n",
    "\n",
    "print(\"Simulation Run 1\")\n",
    "print()\n",
    "single_config = [configs[0]]\n",
    "single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
    "run1 = Executor(single_proc_ctx, single_config)\n",
    "run1_raw_result = run1.main()\n",
    "result = pd.DataFrame(run1_raw_result)\n",
    "print(tabulate(result, headers='keys', tablefmt='psql'))\n",
    "print()\n",
    "\n",
    "print(\"Simulation Run 2: Pairwise Execution\")\n",
    "print()\n",
    "multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
    "run2 = Executor(multi_proc_ctx, configs)\n",
    "run2_raw_results = run2.main()\n",
    "for raw_result in run2_raw_results:\n",
    "    result = pd.DataFrame(raw_result)\n",
    "    print(tabulate(result, headers='keys', tablefmt='psql'))\n",
    "print()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}