cadCAD/simulations/example_run.ipynb

317 lines
32 KiB
Plaintext

{
"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": [
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"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",
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"\n",
" s1 s2 \\\n",
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"\n",
" es1 \\\n",
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"2 <function curried.<locals>._curried at 0x1120a... \n",
"\n",
" es2 m \n",
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"0 <function p1m1 at 0x10f777400> <function p2m1 at 0x10fb7d048> \n",
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"\n",
" s1 s2 \\\n",
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"\n",
" es1 \\\n",
"0 <function curried.<locals>._curried at 0x1120a... \n",
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"\n",
" es2 m \n",
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"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": []
}
],
"metadata": {
"kernelspec": {
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"language": "python",
"name": "python3"
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"language_info": {
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"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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