Aragon_Conviction_Voting/models/v3/Trigger_Function_Explanatio...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The Trigger Function\n",
"\n",
"https://www.desmos.com/calculator/yxklrjs5m3\n",
"\n",
"Below we show a sweep of the trigger function threshold, considering the share of funds requested (on the x-axis) with the alpha parameter and effective supply (y-axis):"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Factor out the demonstration of the trigger function from the top of the main simulation notebook\n",
"+ add a few more plots and explanations about how and why it works"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"from cadCAD.configuration.utils import config_sim\n",
"from model.parts.utils import *\n",
"from model.parts.sys_params import * \n",
"\n",
"sim_config = config_sim({\n",
" 'N': 1,\n",
" 'T': range(100), #day \n",
" 'M': params,\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"for reference: max conviction = 5.035599031662158in log10 units\n"
]
}
],
"source": [
"supply = initial_values['supply']\n",
"alpha = sim_config[0]['M']['alpha']\n",
"\n",
"mcv = supply/(1-alpha)\n",
"print('for reference: max conviction = '+str(np.log10(mcv))+'in log10 units')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"supply_sweep = trigger_sweep('effective_supply',trigger_threshold, sim_config[0]['M'], supply)\n",
"alpha_sweep = trigger_sweep('alpha',trigger_threshold, sim_config[0]['M'], supply)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"trigger_grid(supply_sweep, alpha_sweep)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These plots demonstrate the increasing conviction required to pass a proposal when either % of funds requested, effective supply, or alpha parameter is high. Blue areas represent lower required conviction, and red areas represent impossibly high conviction. This ensures that the reserve pool of funds are not depleted by a small number of large proposals.\n"
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}