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@RawthiL
Created April 17, 2023 20:36
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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis of Relay Driven Inflation (RDI)\n",
"\n",
"More information here:\n",
"\n",
"https://forum.pokt.network/t/pre-proposal-relay-driven-inflation-rdi/4294"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import datetime\n",
"from dateutil.relativedelta import *\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Defitions\n",
"\n",
"Current state of the network according to variaous sources."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Expected revenue according to RDI [u$d/day]\n",
"proposed_revenue_day = 240e3/30.4 \n",
"\n",
"# Relays per day\n",
"relays_ini = 1.2e9 \n",
"\n",
"# Current POKT supply\n",
"pokt_supply = 1582e6\n",
"\n",
"# $POKT price in u$d\n",
"price_ini = 0.04\n",
"\n",
"# SER inflation control parameters\n",
"SER_reduction_mont = 0.0405\n",
"SER_initial_apr = 635e3\n",
"\n",
"# Information from PNI portal and PNF post\n",
"paid_relays = 200e6 # From released document\n",
"PNI_buy_and_hold_proportion = 0.6 # Reference needed...\n",
"PNI_relay_price = 0.000007456 # From portal page\n",
"# Calculate PNI buyback effective price per relay\n",
"PNI_buyback_effective_price = (paid_relays/relays_ini)*PNI_relay_price*PNI_buy_and_hold_proportion\n",
"# Calculate PNI revenue per day to contrast the one informed in RDI post\n",
"PNI_informed_revenue_day = PNI_buyback_effective_price*relays_ini\n",
"\n",
"# Initial date of the simulation\n",
"date_ini = datetime.datetime(2023,4,1)\n",
"# Months to run simulation (until SER end)\n",
"months_run = 10"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Set Experiment variables\n",
"\n",
"Just use your imagination..."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"price_end = 0.01 # Relay price in 10 months, i.e. : 0.04, 0.08, 0.01, etc [u$d/POKT]\n",
"relays_end = 1.2e9 # Relays per day in 10 months, i.e. : 1.2e9, 1.5e9, 3e9, etc [relays/day]\n",
"revenue_increase = 1 # Revenue increase in time, i.e 1, 2, 5, etc [times]\n",
"revenue_ini = proposed_revenue_day # Choose an initial estimation of revenue: proposed_revenue_day or PNI_informed_revenue_day\n",
"REVENUE_DRIVEN_MINTING = False # True or False, mint more if we have more revenue or just boud relay price to given value."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Declare helper functions\n",
"\n",
"This will provide the linear modeling and inflation/supply data."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Total number of days of the simulation\n",
"total_days_run = ((date_ini+relativedelta(months=+months_run)) - date_ini).days\n",
"# Get the slope of each linear model (price, relays and PNI revenue)\n",
"pend_price = (price_end-price_ini)/total_days_run\n",
"pend_relays = (relays_end-relays_ini)/total_days_run\n",
"pend_revenue = ((revenue_increase-1)*revenue_ini)/total_days_run\n",
"\n",
"def get_current_relays_price_revenue(date):\n",
" days_passed = (date-date_ini).days\n",
" return pend_relays*days_passed+relays_ini , pend_price*days_passed+price_ini , pend_revenue*days_passed+revenue_ini\n",
"\n",
"def get_inflation_and_supply(suply, mint, days_month):\n",
" return ((mint*365)/suply)*100., (suply + days_month*mint)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Simulate"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1200000000.0 0.03705882352941177 7894.736842105263 213032.58145363408\n",
"1200000000.0 0.034019607843137255 7894.736842105263 232064.310632489\n",
"1200000000.0 0.031078431372549023 7894.736842105263 254026.2327743649\n",
"1200000000.0 0.02803921568627451 7894.736842105263 281560.54471843946\n",
"1200000000.0 0.025 7894.736842105263 315789.4736842105\n",
"1200000000.0 0.022058823529411766 7894.736842105263 357894.7368421052\n",
"1200000000.0 0.019019607843137255 7894.736842105263 415084.1020075963\n",
"1200000000.0 0.01607843137254902 7894.736842105263 491014.1206675225\n",
"1200000000.0 0.013039215686274513 7894.736842105263 605461.0209734862\n",
"1200000000.0 0.010000000000000002 7894.736842105263 789473.6842105262\n"
]
}
],
"source": [
"rows = list()\n",
"current_emissions_ser = SER_initial_apr\n",
"current_date = date_ini\n",
"supply_ser = pokt_supply\n",
"supply_rdi = pokt_supply\n",
"for month in range(months_run):\n",
" current_date += relativedelta(months=+1)\n",
" days_month = ((current_date+relativedelta(months=+1)) - current_date).days\n",
"\n",
" # SER Calculation\n",
" current_emissions_ser *= (1-SER_reduction_mont)\n",
" inflation_ser, supply_ser = get_inflation_and_supply(supply_ser, current_emissions_ser, days_month)\n",
"\n",
"\n",
" # Calculate changes in ecosystem\n",
" relays_now, price_now, revenue_now = get_current_relays_price_revenue(current_date)\n",
" \n",
" \n",
" # RDI Calculation \n",
" if REVENUE_DRIVEN_MINTING:\n",
" proposed_relay_price = revenue_now/relays_now\n",
" else:\n",
" proposed_relay_price = revenue_ini/relays_ini\n",
" current_emissions_rdi = relays_now*proposed_relay_price/price_now\n",
" inflation_rdi, supply_rdi = get_inflation_and_supply(supply_rdi, current_emissions_rdi, days_month)\n",
"\n",
" print(relays_now, price_now, revenue_now, current_emissions_rdi)\n",
"\n",
" rows.append([current_date, \n",
" current_emissions_ser, \n",
" inflation_ser, \n",
" supply_ser,\n",
" current_emissions_rdi,\n",
" inflation_rdi,\n",
" supply_rdi])\n",
"\n",
"# Create dataframe for plotting\n",
"sim_df = pd.DataFrame(rows, columns=['date', \n",
" 'SER_emisions', 'SER_inflation', 'SER_supply',\n",
" 'RDI_emisions', 'RDI_inflation', 'RDI_supply'])\n",
"\n",
" "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plots"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 900x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(dpi=150)\n",
"ax = plt.gca()\n",
"sim_df.plot(x='date', y=['SER_inflation', 'RDI_inflation'], ax=ax)\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Inflation (%)')\n",
"plt.title('Inflation evolution')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(dpi=150)\n",
"ax = plt.gca()\n",
"sim_df.plot(x='date', y=['SER_emisions', 'RDI_emisions'], ax=ax)\n",
"plt.xlabel('Date')\n",
"plt.ylabel('POKT minted per day')\n",
"plt.title('Minting per day evolution')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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