generate_runs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "recipe = [\n",
    "   {\n",
    "    'basis': 'mass',\n",
    "    'name': 'r_u_ore',\n",
    "    'nuclide': [\n",
    "     {'comp': '0.0071', 'id': '922350000'},\n",
    "     {'comp': '0.9929', 'id': '922380000'},\n",
    "     {'comp': '999', 'id': '120240000'},\n",
    "    ],\n",
    "   },\n",
    "   {\n",
    "    'basis': 'mass',\n",
    "    'name': 'r_natl_u',\n",
    "    'nuclide': [\n",
    "     {'comp': '0.0071', 'id': '922350000'},\n",
    "     {'comp': '0.9929', 'id': '922380000'},\n",
    "    ],\n",
    "   },\n",
    "   {\n",
    "    'basis': 'mass',\n",
    "    'name': 'r_uox',\n",
    "    'nuclide': [\n",
    "     {'comp': '0.05', 'id': '922350000'},\n",
    "     {'comp': '0.95', 'id': '922380000'},\n",
    "    ],\n",
    "   },\n",
    "   {\n",
    "    'basis': 'mass',\n",
    "    'name': 'r_uox_spent',\n",
    "    'nuclide': [\n",
    "     {'comp': '0.01', 'id': '922350000'},\n",
    "     {'comp': '0.94', 'id': '922380000'},\n",
    "     {'comp': '0.01', 'id': '942390000'},\n",
    "     {'comp': '0.001', 'id': '952410000'},\n",
    "     {'comp': '0.03', 'id': '551350000'},\n",
    "    ],\n",
    "   },\n",
    "#    {\n",
    "#     'basis': 'mass',\n",
    "#     'name': 'r_mil_uox',\n",
    "#     'nuclide': [\n",
    "#      {'comp': '0.0071', 'id': '922350000'},\n",
    "#      {'comp': '0.9929', 'id': '922380000'},\n",
    "#     ],\n",
    "#    },\n",
    "#    {\n",
    "#     'basis': 'mass',\n",
    "#     'name': 'r_mil_uox_spent',\n",
    "#     'nuclide': [\n",
    "#      {'comp': '0.0071', 'id': '922350000'},\n",
    "#      {'comp': '0.9919', 'id': '922380000'},\n",
    "#      {'comp': '0.001', 'id': '942390000'},\n",
    "#     ],\n",
    "#    },\n",
    "   {\n",
    "    'basis': 'mass',\n",
    "    'name': 'r_mil_heu',\n",
    "    'nuclide': [\n",
    "     {'comp': '0.90', 'id': '922350000'},\n",
    "     {'comp': '0.10', 'id': '922380000'},\n",
    "    ]\n",
    "   }\n",
    "  ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "control = {\n",
    "   'duration': '144',\n",
    "   'explicit_inventory': 'true',\n",
    "   'startmonth': '1',\n",
    "   'startyear': '2020',\n",
    "  }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "archetypes = {\n",
    "   'spec': [\n",
    "    {'lib': 'cycamore', 'name': 'DeployInst'},\n",
    "    {'lib': 'cycamore', 'name': 'Source'},\n",
    "    {'lib': 'cycamore', 'name': 'Sink'},\n",
    "    {'lib': 'cycamore', 'name': 'Storage'},\n",
    "    {'lib': 'cycamore', 'name': 'Reactor'},\n",
    "    {'lib': 'cycamore', 'name': 'Separations'},\n",
    "    {'lib': 'cycamore', 'name': 'Enrichment'},\n",
    "   ]\n",
    "  }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "civilian_template = {'simulation': {\n",
    "  'agent': [\n",
    "   {'name': 'deployer_civilian', 'prototype': 'civilian_deployer'},\n",
    "   {'name': 'deployer_shared', 'prototype': 'shared_deployer'},\n",
    "  ],\n",
    "  'archetypes': archetypes,\n",
    "  'control': control, \n",
    "  'prototype': [\n",
    "   {\n",
    "    'config': {\n",
    "     'Source': {\n",
    "      'inventory_size': '1e30',\n",
    "      'outcommod': 'u_ore',\n",
    "      'outrecipe': 'r_u_ore',\n",
    "      'throughput': '1e10',\n",
    "     },\n",
    "    },\n",
    "    'name': 'mine',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Separations': {\n",
    "      'feed_commod_prefs': {'val': ['1.0', '10.0', '100.0']},\n",
    "      'feed_commods': {'val': ['u_ore', 'u_ore1', 'u_ore2']},\n",
    "      'feedbuf_size': '2e8',\n",
    "      'leftover_commod': 'waste',\n",
    "      'streams': {\n",
    "       'item': {\n",
    "        'commod': 'u_nat',\n",
    "        'info': {\n",
    "         'buf_size': '150000',\n",
    "         'efficiencies': {\n",
    "          'item': [{'comp': 'U', 'eff': '.99'}, {'comp': 'O', 'eff': '.99'}],\n",
    "         },\n",
    "        },\n",
    "       },\n",
    "      },\n",
    "      'throughput': '2e8',\n",
    "     },\n",
    "    },\n",
    "    'name': 'milling',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Separations': {\n",
    "      'feed_commod_prefs': {'val': '1.0'},\n",
    "      'feed_commods': {'val': 'u_nat'},\n",
    "      'feedbuf_size': '200000',\n",
    "      'leftover_commod': 'waste',\n",
    "      'streams': {\n",
    "       'item': {\n",
    "        'commod': 'uf6',\n",
    "        'info': {\n",
    "         'buf_size': '200000',\n",
    "         'efficiencies': {'item': {'comp': 'U', 'eff': '.99'}},\n",
    "        },\n",
    "       },\n",
    "      },\n",
    "      'throughput': '200000',\n",
    "     },\n",
    "    },\n",
    "    'name': 'conversion',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Enrichment': {\n",
    "      'feed_commod_prefs': {'val': ['1', '20']},\n",
    "      'feed_commods': {'val': ['uf6', 'mil_uf6']},\n",
    "      'feed_recipe': 'r_natl_u',\n",
    "      'max_feed_inventory': '100000',\n",
    "      'product_commod': 'civ_leu',\n",
    "      'swu_capacity': '35000',\n",
    "      'tails_assay': '0.003',\n",
    "      'tails_commod': 'u_dep',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_enrichment',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commods': {'val': 'u_dep'},\n",
    "      'out_commods': {'val': 'u_dep_str'},\n",
    "      'residence_time': '0',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_str_u_dep',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commod_prefs': {'val': '1000'},\n",
    "      'in_commods': {'val': 'civ_leu'},\n",
    "      'in_recipe': 'r_uox',\n",
    "      'max_inv_size': '30000',\n",
    "      'out_commods': {'val': 'uox'},\n",
    "      'residence_time': '1',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_fabrication',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Reactor': {\n",
    "      'assem_size': '29565',\n",
    "      'cycle_time': '18',\n",
    "      'fuel_incommods': {'val': 'uox'},\n",
    "      'fuel_inrecipes': {'val': 'r_uox'},\n",
    "      'fuel_outcommods': {'val': 'uox_spent'},\n",
    "      'fuel_outrecipes': {'val': 'r_uox_spent'},\n",
    "      'n_assem_batch': '1',\n",
    "      'n_assem_core': '3',\n",
    "      'power_cap': '900',\n",
    "      'refuel_time': '0',\n",
    "     },\n",
    "    },\n",
    "    'lifetime': '960',\n",
    "    'name': 'civ_lwr',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commods': {'val': 'uox_spent'},\n",
    "      'out_commods': {'val': 'uox_spent_str'},\n",
    "      'residence_time': '60',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_str_uox_spent',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'DeployInst': {\n",
    "      'build_times': {'val': ['121', '121', '121', '145', '157', '169']},\n",
    "      'n_build': {'val': ['1', '1', '1', '1', '1', '1']},\n",
    "      'prototypes': {\n",
    "       'val': [\n",
    "        'civ_enrichment',\n",
    "        'civ_str_u_dep',\n",
    "        'civ_fabrication',\n",
    "        'civ_lwr',\n",
    "        'civ_str_uox_spent',\n",
    "        'civ_lwr',\n",
    "       ],\n",
    "      },\n",
    "     },\n",
    "    },\n",
    "    'name': 'civilian_deployer',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'DeployInst': {\n",
    "      'build_times': {'val': ['1', '1', '1']},\n",
    "      'n_build': {'val': ['1', '1', '1']},\n",
    "      'prototypes': {'val': ['mine', 'milling', 'conversion']},\n",
    "     },\n",
    "    },\n",
    "    'name': 'shared_deployer',\n",
    "   },\n",
    "  ],\n",
    "  'recipe': recipe\n",
    " }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "military_template = {'simulation': {\n",
    "  'agent': [\n",
    "   {'name': 'deployer_military', 'prototype': 'military_deployer'},\n",
    "   {'name': 'deployer_civilian', 'prototype': 'civilian_deployer'},\n",
    "   {'name': 'deployer_shared', 'prototype': 'shared_deployer'},\n",
    "  ],\n",
    "  'archetypes': archetypes, \n",
    "  'control':  control,\n",
    "  'prototype': [\n",
    "   {\n",
    "    'config': {\n",
    "     'Source': {\n",
    "      'inventory_size': '1e30',\n",
    "      'outcommod': 'u_ore',\n",
    "      'outrecipe': 'r_u_ore',\n",
    "      'throughput': '1e10',\n",
    "     },\n",
    "    },\n",
    "    'name': 'mine',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Separations': {\n",
    "      'feed_commod_prefs': {'val': ['1.0', '10.0', '100.0']},\n",
    "      'feed_commods': {'val': ['u_ore', 'u_ore1', 'u_ore2']},\n",
    "      'feedbuf_size': '2e8',\n",
    "      'leftover_commod': 'waste',\n",
    "      'streams': {\n",
    "       'item': {\n",
    "        'commod': 'u_nat',\n",
    "        'info': {\n",
    "         'buf_size': '150000',\n",
    "         'efficiencies': {\n",
    "          'item': [{'comp': 'U', 'eff': '.99'}, {'comp': 'O', 'eff': '.99'}],\n",
    "         },\n",
    "        },\n",
    "       },\n",
    "      },\n",
    "      'throughput': '2e8',\n",
    "     },\n",
    "    },\n",
    "    'name': 'milling',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Separations': {\n",
    "      'feed_commod_prefs': {'val': '1.0'},\n",
    "      'feed_commods': {'val': 'u_nat'},\n",
    "      'feedbuf_size': '200000',\n",
    "      'leftover_commod': 'waste',\n",
    "      'streams': {\n",
    "       'item': {\n",
    "        'commod': 'uf6',\n",
    "        'info': {\n",
    "         'buf_size': '200000',\n",
    "         'efficiencies': {'item': {'comp': 'U', 'eff': '.99'}},\n",
    "        },\n",
    "       },\n",
    "      },\n",
    "      'throughput': '200000',\n",
    "     },\n",
    "    },\n",
    "    'name': 'conversion',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Enrichment': {\n",
    "      'feed_commod_prefs': {'val': '1'},\n",
    "      'feed_commods': {'val': 'uf6'},\n",
    "      'feed_recipe': 'r_uox',\n",
    "      'max_feed_inventory': '20000',\n",
    "      'product_commod': 'mil_fiss',\n",
    "      'swu_capacity': '8333',\n",
    "      'tails_assay': '0.003',\n",
    "      'tails_commod': 'mil_u_dep',\n",
    "     },\n",
    "    },\n",
    "    'name': 'mil_enrichment',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commods': {'val': 'mil_u_dep'},\n",
    "      'out_commods': {'val': 'mil_u_dep_str'},\n",
    "      'residence_time': '0',\n",
    "     },\n",
    "    },\n",
    "    'name': 'mil_str_u_dep',\n",
    "   },\n",
    "    {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commod_prefs': {'val': '1000'},\n",
    "      'in_commods': {'val': 'civ_leu'},\n",
    "      'in_recipe': 'r_uox',\n",
    "      'max_inv_size': '30000',\n",
    "      'out_commods': {'val': 'uox'},\n",
    "      'residence_time': '1',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_fabrication',\n",
    "   },\n",
    "    {\n",
    "    'config': {\n",
    "     'Reactor': {\n",
    "      'assem_size': '29565',\n",
    "      'cycle_time': '18',\n",
    "      'fuel_incommods': {'val': 'uox'},\n",
    "      'fuel_inrecipes': {'val': 'r_uox'},\n",
    "      'fuel_outcommods': {'val': 'uox_spent'},\n",
    "      'fuel_outrecipes': {'val': 'r_uox_spent'},\n",
    "      'n_assem_batch': '1',\n",
    "      'n_assem_core': '3',\n",
    "      'power_cap': '900',\n",
    "      'refuel_time': '0',\n",
    "     },\n",
    "    },\n",
    "    'lifetime': '960',\n",
    "    'name': 'civ_lwr',\n",
    "   },\n",
    "#    {\n",
    "#     'config': {\n",
    "#      'Storage': {\n",
    "#       'in_commod_prefs': {'val': '1'},\n",
    "#       'in_commods': {'val': 'uf6'},\n",
    "#       'in_recipe': 'r_mil_uox',\n",
    "#       'max_inv_size': '30000',\n",
    "#       'out_commods': {'val': 'mil_uox'},\n",
    "#       'residence_time': '0',\n",
    "#      },\n",
    "#     },\n",
    "#     'name': 'mil_uox_fabrication',\n",
    "#    },\n",
    "#    {\n",
    "#     'config': {\n",
    "#      'Reactor': {\n",
    "#       'assem_size': '14000',\n",
    "#       'cycle_time': '4',\n",
    "#       'fuel_incommods': {'val': 'mil_uox'},\n",
    "#       'fuel_inrecipes': {'val': 'r_mil_uox'},\n",
    "#       'fuel_outcommods': {'val': 'mil_uox_spent'},\n",
    "#       'fuel_outrecipes': {'val': 'r_mil_uox_spent'},\n",
    "#       'fuel_prefs': {'val': '1'},\n",
    "#       'n_assem_batch': '1',\n",
    "#       'n_assem_core': '1',\n",
    "#       'power_cap': '0.15',\n",
    "#       'refuel_time': '0',\n",
    "#      },\n",
    "#     },\n",
    "#     'lifetime': '960',\n",
    "#     'name': 'mil_lwr',\n",
    "#    },\n",
    "#    {\n",
    "#     'config': {\n",
    "#      'Storage': {\n",
    "#       'in_commods': {'val': 'mil_mox_spent'},\n",
    "#       'out_commods': {'val': 'mil_mox_spent_str'},\n",
    "#       'residence_time': '60',\n",
    "#      },\n",
    "#     },\n",
    "#     'name': 'mil_str_mox_spent',\n",
    "#    },\n",
    "#    {\n",
    "#     'config': {\n",
    "#      'Separations': {\n",
    "#       'feed_commod_prefs': {'val': '1.0'},\n",
    "#       'feed_commods': {'val': 'mil_uox_spent'},\n",
    "#       'feedbuf_size': '30000000000',\n",
    "#       'leftover_commod': 'waste',\n",
    "#       'streams': {\n",
    "#        'item': {\n",
    "#         'commod': 'mil_fiss',\n",
    "#         'info': {\n",
    "#          'buf_size': '3000000000',\n",
    "#          'efficiencies': {'item': {'comp': 'Pu', 'eff': '.95'}},\n",
    "#         },\n",
    "#        },\n",
    "#       },\n",
    "#       'throughput': '1e100',\n",
    "#      },\n",
    "#     },\n",
    "#     'name': 'reprocessing',\n",
    "#    },\n",
    "#    {\n",
    "#     'config': {\n",
    "#      'Storage': {\n",
    "#       'in_commod_prefs': {'val': '10'},\n",
    "#       'in_commods': {'val': 'mil_fiss'},\n",
    "#       'in_recipe': 'r_mil_heu',\n",
    "#       'max_inv_size': '1e100',\n",
    "#       'out_commods': {'val': 'mil_heu'},\n",
    "#       'residence_time': '0',\n",
    "#      },\n",
    "#     },\n",
    "#     'name': 'mil_str_fiss',\n",
    "#    },\n",
    "   {\n",
    "    'config': {\n",
    "     'Enrichment': {\n",
    "      'feed_commod_prefs': {'val': ['1', '20']},\n",
    "      'feed_commods': {'val': ['uf6', 'mil_uf6']},\n",
    "      'feed_recipe': 'r_natl_u',\n",
    "      'max_feed_inventory': '100000',\n",
    "      'product_commod': 'civ_leu',\n",
    "      'swu_capacity': '35000',\n",
    "      'tails_assay': '0.003',\n",
    "      'tails_commod': 'u_dep',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_enrichment',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commods': {'val': 'u_dep'},\n",
    "      'out_commods': {'val': 'u_dep_str'},\n",
    "      'residence_time': '0',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_str_u_dep',\n",
    "   },\n",
    " \n",
    "   {\n",
    "    'config': {\n",
    "     'Storage': {\n",
    "      'in_commods': {'val': 'uox_spent'},\n",
    "      'out_commods': {'val': 'uox_spent_str'},\n",
    "      'residence_time': '60',\n",
    "     },\n",
    "    },\n",
    "    'name': 'civ_str_uox_spent',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'DeployInst': {\n",
    "      'build_times': {'val': ['37', '37', '61', '73']},\n",
    "      'n_build': {'val': ['1', '1', '1', '1']},\n",
    "      'prototypes': {\n",
    "       'val': [\n",
    "        'mil_enrichment',\n",
    "        'mil_str_u_dep',\n",
    "        'mil_uox_fabrication',\n",
    "        'mil_str_fiss',\n",
    "       ],\n",
    "      },\n",
    "     },\n",
    "    },\n",
    "    'name': 'military_deployer',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'DeployInst': {\n",
    "      'build_times': {'val': ['121', '121', '121', '145', '157', '169']},\n",
    "      'n_build': {'val': ['1', '1', '1', '1', '1', '1']},\n",
    "      'prototypes': {\n",
    "       'val': [\n",
    "        'civ_enrichment',\n",
    "        'civ_str_u_dep',\n",
    "        'civ_fabrication',\n",
    "        'civ_lwr',\n",
    "        'civ_str_uox_spent',\n",
    "        'civ_lwr',\n",
    "       ],\n",
    "      },\n",
    "     },\n",
    "    },\n",
    "    'name': 'civilian_deployer',\n",
    "   },\n",
    "   {\n",
    "    'config': {\n",
    "     'DeployInst': {\n",
    "      'build_times': {'val': ['1', '1', '1']},\n",
    "      'n_build': {'val': ['1', '1', '1']},\n",
    "      'prototypes': {'val': ['mine', 'milling', 'conversion']},\n",
    "     },\n",
    "    },\n",
    "    'name': 'shared_deployer',\n",
    "   },\n",
    "  ],\n",
    "  'recipe': recipe\n",
    " }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ~ import the above from a different file and start here ~\n",
    "steps: \n",
    "1) generate input files with a random split of model types \n",
    "2) use os to run the files in this ipynb\n",
    "3) export the output files to the truck runner or include that code here \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "simple_diversion = {'simulation': \n",
    " {'control': {'duration': '144', 'startmonth': '1', \n",
    "              'startyear': '2019', 'decay': 'never', \n",
    "              'explicit_inventory': 'true'}, \n",
    "  'archetypes': {'spec': [{'lib': 'cycamore', 'name': 'Enrichment'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Reactor'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Source'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Sink'}, \n",
    "                          {'lib': 'agents', 'name': 'NullRegion'}, \n",
    "                          {'lib': 'agents', 'name': 'NullInst'}]}, \n",
    "  'facility': [{'name': 'UraniumMine', \n",
    "                'config': {'Source': {'outcommod': 'c_uore', 'outrecipe': 'r_nat_u', 'throughput': '1e4'}}}, \n",
    "               {'name': 'LEUenrich', \n",
    "                'config': {'Enrichment': {'feed_commod': 'c_uore', 'feed_recipe': 'r_nat_u', \n",
    "                                          'product_commod': 'c_leu', 'tails_commod': 'tails', #'swu_capacity': '8333',\n",
    "                                          'max_enrich': '0.041'}}}, \n",
    "               {'name': 'reactor', \n",
    "                'config': {'Reactor': {'fuel_incommods': {'val': 'c_leu'}, \n",
    "                                       'fuel_inrecipes': {'val': 'r_leu'}, \n",
    "                                       'fuel_outcommods': {'val': 'c_spent_leu'}, \n",
    "                                       'fuel_outrecipes': {'val': 'r_leu_spent'}, \n",
    "                                       'cycle_time': '9', 'refuel_time': '1', \n",
    "                                       'assem_size': '3300', 'n_assem_core': '3', \n",
    "                                       'n_assem_batch': '1', 'power_cap': '100'}}}, \n",
    "               {'name': 'SpentFuelSink', \n",
    "                'config': {'Sink': {'in_commods': {'val': 'c_spent_leu'}}}}, \n",
    "               {'name': 'LEUtoHEUenrich', \n",
    "                'config': {'Enrichment': {'feed_commod': 'c_leu', 'feed_recipe': 'r_leu', \n",
    "                                          'product_commod': 'c_heu', 'tails_commod': 'c_heu_tails', \n",
    "                                          'max_feed_inventory': '1e2', 'max_enrich': '0.9'}}}, \n",
    "               {'name': 'HEUSink', \n",
    "                'config': {'Sink': {'in_commods': {'val': 'c_heu'}, 'capacity': '10', 'recipe_name': 'r_heu'}}}],\n",
    "  'region': {'name': 'SimpleHiderRegion', 'config': {'NullRegion': None}, \n",
    "             'institution': {'name': 'inst', \n",
    "                             'initialfacilitylist': {'entry': [{'number': 1, 'prototype': 'UraniumMine'}, \n",
    "                                                               {'number': 1, 'prototype': 'LEUenrich'}, \n",
    "                                                               {'number': 1, 'prototype': 'reactor'}, \n",
    "                                                               {'number': 1, 'prototype': 'SpentFuelSink'}, \n",
    "                                                               {'number': 1, 'prototype': 'LEUtoHEUenrich'}, \n",
    "                                                               {'number': 1, 'prototype': 'HEUSink'}]}, \n",
    "                             'config': {'NullInst': None}}}, \n",
    "  'recipe': [{'name': 'r_nat_u', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.00711'}, \n",
    "                          {'id': '92238', 'comp': '0.99289'}]}, \n",
    "             {'name': 'r_heu', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.9'}, {'id': '92238', 'comp': '0.1'}]}, \n",
    "             {'name': 'r_leu', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.04'}, {'id': '92238', 'comp': '0.96'}]}, \n",
    "             {'name': 'r_leu_spent', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.01'}, {'id': '92238', 'comp': '0.94'}, \n",
    "                          {'id': '94239', 'comp': '0.01'}, {'id': '55135', 'comp': '0.3'}]}]}}\n",
    "\n",
    "simple_simulation = {'simulation': \n",
    " {'control': {'duration': '144', 'startmonth': '1', \n",
    "              'startyear': '2019', 'decay': 'never', \n",
    "              'explicit_inventory': 'true'}, \n",
    "  'archetypes': {'spec': [{'lib': 'cycamore', 'name': 'Enrichment'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Reactor'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Source'}, \n",
    "                          {'lib': 'cycamore', 'name': 'Sink'}, \n",
    "                          {'lib': 'agents', 'name': 'NullRegion'}, \n",
    "                          {'lib': 'agents', 'name': 'NullInst'}]}, \n",
    "  'facility': [{'name': 'UraniumMine', \n",
    "                'config': {'Source': {'outcommod': 'c_uore', 'outrecipe': 'r_nat_u', 'throughput': '1e4'}}}, \n",
    "               {'name': 'LEUenrich', \n",
    "                'config': {'Enrichment': {'feed_commod': 'c_uore', 'feed_recipe': 'r_nat_u', \n",
    "                                          'product_commod': 'c_leu', 'tails_commod': 'tails', #'swu_capacity': '6000', \n",
    "                                          'max_enrich': '0.041'}}}, \n",
    "               {'name': 'reactor', \n",
    "                'config': {'Reactor': {'fuel_incommods': {'val': 'c_leu'}, \n",
    "                                       'fuel_inrecipes': {'val': 'r_leu'}, \n",
    "                                       'fuel_outcommods': {'val': 'c_spent_leu'}, \n",
    "                                       'fuel_outrecipes': {'val': 'r_leu_spent'}, \n",
    "                                       'cycle_time': '9', 'refuel_time': '1', \n",
    "                                       'assem_size': '3300', 'n_assem_core': '3', \n",
    "                                       'n_assem_batch': '1', 'power_cap': '100'}}}, \n",
    "               {'name': 'SpentFuelSink', \n",
    "                'config': {'Sink': {'in_commods': {'val': 'c_spent_leu'}}}}],\n",
    "  'region': {'name': 'SimpleHiderRegion', 'config': {'NullRegion': None}, \n",
    "             'institution': {'name': 'inst', \n",
    "                             'initialfacilitylist': {'entry': [{'number': 1, 'prototype': 'UraniumMine'}, \n",
    "                                                               {'number': 1, 'prototype': 'LEUenrich'}, \n",
    "                                                               {'number': 1, 'prototype': 'reactor'}, \n",
    "                                                               {'number': 1, 'prototype': 'SpentFuelSink'}]}, \n",
    "                             'config': {'NullInst': None}}}, \n",
    "  'recipe': [{'name': 'r_nat_u', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.00711'}, \n",
    "                          {'id': '92238', 'comp': '0.99289'}]}, \n",
    "             {'name': 'r_heu', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.9'}, {'id': '92238', 'comp': '0.1'}]}, \n",
    "             {'name': 'r_leu', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.04'}, {'id': '92238', 'comp': '0.96'}]}, \n",
    "             {'name': 'r_leu_spent', 'basis': 'mass', \n",
    "              'nuclide': [{'id': '92235', 'comp': '0.01'}, {'id': '92238', 'comp': '0.94'}, \n",
    "                          {'id': '94239', 'comp': '0.01'}, {'id': '55135', 'comp': '0.3'}]}]}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "9981 of 10000 runs\n",
      "9982 of 10000 runs\n",
      "9983 of 10000 runs\n",
      "9984 of 10000 runs\n",
      "9985 of 10000 runs\n",
      "9986 of 10000 runs\n",
      "9987 of 10000 runs\n",
      "9988 of 10000 runs\n",
      "9989 of 10000 runs\n",
      "9990 of 10000 runs\n",
      "9991 of 10000 runs\n",
      "9992 of 10000 runs\n",
      "9993 of 10000 runs\n",
      "9994 of 10000 runs\n",
      "9995 of 10000 runs\n",
      "9996 of 10000 runs\n",
      "9997 of 10000 runs\n",
      "9998 of 10000 runs\n",
      "9999 of 10000 runs\n"
     ]
    }
   ],
   "source": [
    "import random \n",
    "#import subprocess\n",
    "\n",
    "num_runs = 10000\n",
    "#folder = \"simulation\" + str(date.today())\n",
    "for n in range(num_runs): \n",
    "    print(str(n) + \" of \" + str(num_runs) + \" runs\")\n",
    "    #sim = random.choice([civilian_template, military_template])\n",
    "    sim = random.choice([simple_simulation, simple_diversion])\n",
    "    \n",
    "    throughput = float(sim[\"simulation\"][\"facility\"][0][\"config\"][\"Source\"][\"throughput\"]) * random.uniform(0.9, 1.1)\n",
    "    cycletime = int(sim[\"simulation\"][\"facility\"][2][\"config\"][\"Reactor\"][\"cycle_time\"]) + random.randint(-2, 2)\n",
    "    \n",
    "    sim[\"simulation\"][\"facility\"][0][\"config\"][\"Source\"][\"throughput\"] = str(cycletime)\n",
    "    sim[\"simulation\"][\"facility\"][2][\"config\"][\"Reactor\"][\"cycle_time\"] = str(cycletime)\n",
    "    \n",
    "    cyclus_file = \"large/run\" + str(n) + \".py\"\n",
    "    with open(cyclus_file, \"w\") as outfile: \n",
    "        outfile.write(\"SIMULATION = \" + str(sim))\n",
    "    outfile.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9682.31743077692"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float(\"1e4\") * random.uniform(0.9, 1.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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