diff --git a/hydradx/notebooks/Omnipool/vault/ImpermanentLossAnalysis.ipynb b/hydradx/notebooks/Omnipool/vault/ImpermanentLossAnalysis.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "
Relationship between IL and price change
\n",
+ "Here we show the impermanent loss incurred as a function of price shift. We assume that the price of TKN changes while the other assets in the pool do not. Because the price of LRNA is also responsive to the price of all assets in the Omnipool, a higher proportion of TKN leads to a stronger positive correlation between the prices of TKN and LRNA. Because IL is related to the change in TKN/LRNA price, this means that a higher weight of TKN in the pool results in a lower rate of IL. The different colors on this graph represent the IL resulting from different initial weights of TKN."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "import os\n",
+ "import glob\n",
+ "import random\n",
+ "sys.path.append('../../..')\n",
+ "\n",
+ "from model import processing\n",
+ "from matplotlib import pyplot as plt\n",
+ "\n",
+ "from model import run\n",
+ "from model import plot_utils as pu\n",
+ "from model.amm.omnipool_amm import OmnipoolState, cash_out_omnipool, value_assets, usd_price, lrna_price\n",
+ "from model.amm.agents import Agent\n",
+ "from model.amm.trade_strategies import omnipool_arbitrage, invest_all, price_sensitive_trading\n",
+ "from model.amm.global_state import GlobalState, fluctuate_prices, historical_prices\n",
+ "\n",
+ "# same seed, same parameters = same simulation result\n",
+ "random.seed(42)\n",
+ "# price_list = processing.import_binance_prices(['BTC', 'ETH', 'DOT'], start_date='Jan 1 2023', days = 120)\n",
+ "\n",
+ "assets = {\n",
+ " 'HDX': {'usd price': 0.05, 'weight': 0.05},\n",
+ " 'USD': {'usd price': 1, 'weight': 0.15},\n",
+ " 'TKN': {'usd price': 1, 'weight': 0.0001},\n",
+ " 'TKN2': {'usd price': 1, 'weight': 0.7999}\n",
+ "}\n",
+ "\n",
+ "lrna_price_usd = 0.07\n",
+ "initial_omnipool_tvl = 10000000\n",
+ "liquidity = {}\n",
+ "lrna = {}\n",
+ "\n",
+ "for tkn, info in assets.items():\n",
+ " liquidity[tkn] = initial_omnipool_tvl * info['weight'] / info['usd price']\n",
+ " lrna[tkn] = initial_omnipool_tvl * info['weight'] / lrna_price_usd\n",
+ "\n",
+ "initial_state = GlobalState(\n",
+ " pools={\n",
+ " 'omnipool': OmnipoolState(\n",
+ " tokens={\n",
+ " tkn: {'liquidity': liquidity[tkn], 'LRNA': lrna[tkn]} for tkn in assets\n",
+ " },\n",
+ " asset_fee=0,\n",
+ " lrna_fee=0,\n",
+ " withdrawal_fee=False\n",
+ " )\n",
+ " },\n",
+ " agents = {\n",
+ " 'LP': Agent(\n",
+ " holdings={'TKN': 10000},\n",
+ " trade_strategy=invest_all('omnipool')\n",
+ " ),\n",
+ " 'Arbitrageur': Agent(\n",
+ " holdings={tkn: 10000000 for tkn in assets},\n",
+ " trade_strategy=omnipool_arbitrage(\n",
+ " pool_id='omnipool',\n",
+ " # arb_precision=20\n",
+ " )\n",
+ " ),\n",
+ " },\n",
+ " external_market={tkn: assets[tkn]['usd price'] for tkn in assets},\n",
+ " archive_all=False\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "