{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "\n",
    "# The following imports NEED to be in the exact order\n",
    "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
    "from validation import config1, config2, config3, config4\n",
    "from cadCAD import configs\n",
    "\n",
    "exec_mode = ExecutionMode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "config[0]\n",
      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>]\n",
      "   run      s1         s2 s3                             s4  substep  timestep\n",
      "0    1       0          0  1                              1        0         0\n",
      "1    1       1          4  5                             10        1         1\n",
      "2    1      ab          6  5                             10        2         1\n",
      "3    1  [c, d]  [30, 300]  5                             10        3         1\n",
      "4    1       1          4  5  10.43650985051199020503531756        1         2\n",
      "\n",
      "config[1]\n",
      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a4e0>]\n",
      "   run      s1         s2                             s3  \\\n",
      "0    1       0          0                              1   \n",
      "1    1       1          0                             10   \n",
      "2    1       a          0                             10   \n",
      "3    1  [c, d]  [30, 300]                             10   \n",
      "4    1       1  [30, 300]  9.943733172773669970467835810   \n",
      "\n",
      "                              s4  substep  timestep  \n",
      "0                              1        0         0  \n",
      "1                             10        1         1  \n",
      "2                             10        2         1  \n",
      "3                             10        3         1  \n",
      "4  10.43650985051199020503531756        1         2  \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/utils/__init__.py:86: FutureWarning: The use of a dictionary to describe Partial State Update Blocks will be deprecated. Use a list instead.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "config[2]\n",
      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a748>]\n",
      "   run   s1 s2 s3 s4  substep            timestamp  timestep\n",
      "0    1    0  0  1  1        0  2018-10-01 15:16:24         0\n",
      "1    1  [1]  0  1  1        1  2018-10-01 15:16:24         1\n",
      "2    1  [1]  0  1  1        1  2018-10-01 15:16:24         2\n",
      "3    1  [1]  0  1  1        1  2018-10-01 15:16:24         3\n",
      "4    1  [1]  0  1  1        1  2018-10-01 15:16:24         4\n",
      "\n",
      "config[3]\n",
      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208aba8>]\n",
      "   run s1 s2 s3 s4  substep            timestamp  timestep\n",
      "0    1  0  0  1  1        0  2018-10-01 15:16:24         0\n",
      "1    1  0  0  1  1        1  2018-10-01 15:16:24         1\n",
      "2    1  0  0  1  1        1  2018-10-01 15:16:24         2\n",
      "3    1  0  0  1  1        1  2018-10-01 15:16:24         3\n",
      "4    1  0  0  1  1        1  2018-10-01 15:16:24         4\n"
     ]
    }
   ],
   "source": [
    "for idx, c in enumerate(configs):\n",
    "    print()\n",
    "    print(f\"config[{idx}]\")\n",
    "    single_proc_ctx = ExecutionContext(context=exec_mode.single_proc)\n",
    "    run1 = Executor(exec_context=single_proc_ctx, configs=[c])\n",
    "    run1_raw_result, raw_tensor_field = run1.main()\n",
    "    result = pd.DataFrame(run1_raw_result)\n",
    "    print(result.head())\n",
    "#     tensor_field = pd.DataFrame(raw_tensor_field)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multi_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>, <cadCAD.configuration.Configuration object at 0x11208a4e0>, <cadCAD.configuration.Configuration object at 0x11208a748>, <cadCAD.configuration.Configuration object at 0x11208aba8>, <cadCAD.configuration.Configuration object at 0x1120b8160>, <cadCAD.configuration.Configuration object at 0x1120b8198>]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/utils/__init__.py:86: FutureWarning: The use of a dictionary to describe Partial State Update Blocks will be deprecated. Use a list instead.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': 10, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 3, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': 10, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
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      "\n",
      "                               s1                              s2  \\\n",
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      "\n",
      "                                                 es1  \\\n",
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      "\n",
      "                                                 es2  m  \n",
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Decimal('10.32878941955665265801415268'), 's4': Decimal('7.811179137283953044810612028'), 'substep': 3, 'timestep': 5, 'run': 2}],                                b1  \\\n",
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      "\n",
      "                                                  b2  \\\n",
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      "                                                  s2  \\\n",
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      "\n",
      "                                                 es1  \\\n",
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      "1  <function curried.<locals>._curried at 0x11205...  2  \n",
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      "0    NaN  <function s1m4 at 0x11205f0d0>  1), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 1, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 2, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 3, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 4, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 1, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 2, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 3, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 4, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 5, 'run': 2}], Empty DataFrame\n",
      "Columns: [empty, empty, m]\n",
      "Index: []), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
      "0  <function p1m1 at 0x10f777400>  <function p2m1 at 0x10fb7d048>   \n",
      "1  <function p1m2 at 0x112065488>  <function p2m2 at 0x112065b70>   \n",
      "2  <function p1m3 at 0x112065840>  <function p2m3 at 0x1120658c8>   \n",
      "\n",
      "                               s1                              s2  \\\n",
      "0  <function s1m1 at 0x1120656a8>  <function s2m1 at 0x112065378>   \n",
      "1  <function s1m2 at 0x1120657b8>  <function s2m2 at 0x1116881e0>   \n",
      "2  <function s1m3 at 0x1120af048>  <function s2m3 at 0x1120af1e0>   \n",
      "\n",
      "                                                 es1  \\\n",
      "0  <function curried.<locals>._curried at 0x1120a...   \n",
      "1  <function curried.<locals>._curried at 0x1120a...   \n",
      "2  <function curried.<locals>._curried at 0x1120a...   \n",
      "\n",
      "                                                 es2  m  \n",
      "0  <function curried.<locals>._curried at 0x1120a...  1  \n",
      "1  <function curried.<locals>._curried at 0x1120a...  2  \n",
      "2  <function curried.<locals>._curried at 0x1120a...  3  ), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
      "0  <function p1m1 at 0x10f777400>  <function p2m1 at 0x10fb7d048>   \n",
      "1  <function p1m2 at 0x112065488>  <function p2m2 at 0x112065b70>   \n",
      "2  <function p1m3 at 0x112065840>  <function p2m3 at 0x1120658c8>   \n",
      "\n",
      "                               s1                              s2  \\\n",
      "0  <function s1m1 at 0x1120656a8>  <function s2m1 at 0x112065378>   \n",
      "1  <function s1m2 at 0x1120657b8>  <function s2m2 at 0x1116881e0>   \n",
      "2  <function s1m3 at 0x1120af048>  <function s2m3 at 0x1120af1e0>   \n",
      "\n",
      "                                                 es1  \\\n",
      "0  <function curried.<locals>._curried at 0x1120a...   \n",
      "1  <function curried.<locals>._curried at 0x1120a...   \n",
      "2  <function curried.<locals>._curried at 0x1120a...   \n",
      "\n",
      "                                                 es2  m  \n",
      "0  <function curried.<locals>._curried at 0x1120a...  1  \n",
      "1  <function curried.<locals>._curried at 0x1120a...  2  \n",
      "2  <function curried.<locals>._curried at 0x1120a...  3  )]\n",
      "multi_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>, <cadCAD.configuration.Configuration object at 0x11208a4e0>, <cadCAD.configuration.Configuration object at 0x11208a748>, <cadCAD.configuration.Configuration object at 0x11208aba8>, <cadCAD.configuration.Configuration object at 0x1120b8160>, <cadCAD.configuration.Configuration object at 0x1120b8198>]\n",
      "\n",
      "result[0]\n",
      "   run      s1         s2 s3                             s4  substep  timestep\n",
      "0    1       0          0  1                              1        0         0\n",
      "1    1       1          4  5                             10        1         1\n",
      "2    1      ab          6  5                             10        2         1\n",
      "3    1  [c, d]  [30, 300]  5                             10        3         1\n",
      "4    1       1          4  5  10.88462238049958452634768946        1         2\n",
      "\n",
      "result[1]\n",
      "   run      s1         s2                             s3  \\\n",
      "0    1       0          0                              1   \n",
      "1    1       1          0                             10   \n",
      "2    1       a          0                             10   \n",
      "3    1  [c, d]  [30, 300]                             10   \n",
      "4    1       1  [30, 300]  12.29220801281495800694187892   \n",
      "\n",
      "                              s4  substep  timestep  \n",
      "0                              1        0         0  \n",
      "1                             10        1         1  \n",
      "2                             10        2         1  \n",
      "3                             10        3         1  \n",
      "4  10.88462238049958452634768946        1         2  \n",
      "\n",
      "result[2]\n",
      "   run   s1 s2 s3 s4  substep            timestamp  timestep\n",
      "0    1    0  0  1  1        0  2018-10-01 15:16:24         0\n",
      "1    1  [1]  0  1  1        1  2018-10-01 15:16:24         1\n",
      "2    1  [1]  0  1  1        1  2018-10-01 15:16:24         2\n",
      "3    1  [1]  0  1  1        1  2018-10-01 15:16:24         3\n",
      "4    1  [1]  0  1  1        1  2018-10-01 15:16:24         4\n",
      "\n",
      "result[3]\n",
      "   run s1 s2 s3 s4  substep            timestamp  timestep\n",
      "0    1  0  0  1  1        0  2018-10-01 15:16:24         0\n",
      "1    1  0  0  1  1        1  2018-10-01 15:16:24         1\n",
      "2    1  0  0  1  1        1  2018-10-01 15:16:24         2\n",
      "3    1  0  0  1  1        1  2018-10-01 15:16:24         3\n",
      "4    1  0  0  1  1        1  2018-10-01 15:16:24         4\n",
      "\n",
      "result[4]\n",
      "   run s1 s2 s3 s4  substep  timestep\n",
      "0    1  0  0  1  1        0         0\n",
      "1    1  0  2  3  3        1         1\n",
      "2    1  2  2  3  3        2         1\n",
      "3    1  0  0  3  3        3         1\n",
      "4    1  0  2  3  3        1         2\n",
      "\n",
      "result[5]\n",
      "   run s1 s2 s3 s4  substep  timestep\n",
      "0    1  0  0  1  1        0         0\n",
      "1    1  0  5  4  4        1         1\n",
      "2    1  5  5  4  4        2         1\n",
      "3    1  0  0  4  4        3         1\n",
      "4    1  0  5  4  4        1         2\n"
     ]
    }
   ],
   "source": [
    "from validation import sweep_config\n",
    "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n",
    "run2 = Executor(exec_context=multi_proc_ctx, configs=configs)\n",
    "print(run2.main())\n",
    "results = []\n",
    "tensor_fields = []\n",
    "for raw_result, raw_tensor_field in run2.main():\n",
    "    results.append(pd.DataFrame(raw_result))\n",
    "    tensor_fields.append(pd.DataFrame(raw_tensor_field))\n",
    "\n",
    "for idx, r in enumerate(results):\n",
    "    print()\n",
    "    print(f\"result[{idx}]\")\n",
    "    print(r.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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