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@larry0x
Last active June 29, 2021 05:34
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Script used to generate charts for the THORSynth article
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{
"cells": [
{
"cell_type": "markdown",
"id": "6cc1d0a4-d7e3-4bd7-8737-255a2b9ab710",
"metadata": {},
"source": [
"# THORSynth article - charts"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "31a28b85-726f-4af5-b747-0865d5afab14",
"metadata": {},
"outputs": [],
"source": [
"from math import sqrt, log\n",
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as colors\n",
"from matplotlib.ticker import ScalarFormatter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "da0e7731-c439-4d63-afc5-440704929f46",
"metadata": {},
"outputs": [],
"source": [
"def calculate_final_rune_depth(asset_depth, # amount of ASSET in the pool\n",
" rune_depth, # amount of RUNE in the pool\n",
" price_change, # the change of ASSET price price in RUNE. \n",
" # e.g. BTC goes from 4k RUNE to 6k RUNE, \n",
" # then price_change = 6k / 4k = 1.5\n",
" rune_amount): # amount of RUNE to be swapped for sASSET\n",
" # 1. Trade RUNE for synth\n",
" synth_amount = (rune_amount * rune_depth * asset_depth) / ((rune_amount + rune_depth) ** 2)\n",
" rune_depth += rune_amount\n",
" \n",
" # 2. Apply price change\n",
" asset_depth = asset_depth / sqrt(price_change)\n",
" rune_depth = rune_depth * sqrt(price_change)\n",
" \n",
" # 3. Trade synth back to RUNE\n",
" rune_amount = (synth_amount * asset_depth * rune_depth) / ((synth_amount + asset_depth) ** 2)\n",
" rune_depth -= rune_amount\n",
" \n",
" return rune_depth\n",
"\n",
"def calculate_final_rune_depth_no_synth(asset_depth, rune_depth, price_change):\n",
" return rune_depth * sqrt(price_change)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "67635293-b3f4-40ea-8d46-75a9ee36fe57",
"metadata": {},
"outputs": [],
"source": [
"# Configure Matplotlib font\n",
"# https://stackoverflow.com/questions/3899980/how-to-change-the-font-size-on-a-matplotlib-plot\n",
"matplotlib.rc(\"font\", family=\"Helvetica\", size=18)\n",
"\n",
"# Background: use dark mode\n",
"plt.style.use(\"dark_background\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d4458b7a-bc98-4247-b519-17fb0f2a82d4",
"metadata": {},
"outputs": [],
"source": [
"# Create a red-to-green colormap for Matplotlib\n",
"# https://stackoverflow.com/questions/38246559/how-to-create-a-heat-map-in-python-that-ranges-from-green-to-red\n",
"GnRd = colors.LinearSegmentedColormap(\"GnRd\", {\n",
" \"red\": ((0.0, 0.0, 0.0),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.8, 0.8)),\n",
" \"green\": ((0.0, 0.8, 0.8),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.0, 0.0)),\n",
" \"blue\": ((0.0, 0.0, 0.0),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.0, 0.0))\n",
"})\n",
"GnRdReversed = colors.LinearSegmentedColormap(\"GnRdReversed\", {\n",
" \"green\": ((0.0, 0.0, 0.0),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.8, 0.8)),\n",
" \"red\": ((0.0, 0.8, 0.8),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.0, 0.0)),\n",
" \"blue\": ((0.0, 0.0, 0.0),\n",
" (0.5, 0.9, 0.9),\n",
" (1.0, 0.0, 0.0))\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9750787c-dc1b-46c3-9093-840eafe547df",
"metadata": {},
"outputs": [],
"source": [
"# Custom formatters for Matplotlib\n",
"def percent_formatter_with_sign(pct, pos=None):\n",
" sign = \"+\" if pct >=0 else \"–\"\n",
" return sign + \"{:.0f}\".format(abs(pct)) + \"%\"\n",
"\n",
"def multiple_formatter(mtp, pos=None):\n",
" number = \"{:.1f}\".format(mtp) if mtp < 1 else \"{:.0f}\".format(mtp)\n",
" return number + \"x\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "bdd3ca08-2dea-4775-a2f9-eddd2a89b1a8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x540 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(10, 7.5))\n",
"\n",
"price_changes = list(np.logspace(-1, 1, num=7, base=5))\n",
"asset_depths = list(np.linspace(5, 5000, num=10000))\n",
"rune_depths = [asset_depth * 4000 for asset_depth in asset_depths] # Initial price is 1 BTC = 4k RUNE\n",
"\n",
"for price_change in price_changes:\n",
" final_rune_depths = [\n",
" calculate_final_rune_depth(asset_depth, rune_depth, price_change, 4000)\n",
" for asset_depth, rune_depth in zip(asset_depths, rune_depths)\n",
" ]\n",
" final_rune_depths_no_synth = [\n",
" calculate_final_rune_depth_no_synth(asset_depth, rune_depth, price_change)\n",
" for asset_depth, rune_depth in zip(asset_depths, rune_depths)\n",
" ]\n",
" profits = [\n",
" 100 * final_rune_depth / final_rune_depth_no_synth - 100\n",
" for final_rune_depth, final_rune_depth_no_synth in zip(\n",
" final_rune_depths,\n",
" final_rune_depths_no_synth\n",
" )\n",
" ]\n",
"\n",
" ax.plot(asset_depths, profits,\n",
" color=GnRd((log(price_change, 5)+1)/2), \n",
" label=\"{:.1g}x\".format(price_change),\n",
" linewidth=2)\n",
" ax.set_xlabel(\"pool depth (BTC)\")\n",
" ax.set_ylabel(\"profit/loss for LPers\")\n",
" ax.set_xscale(\"log\")\n",
" ax.axhline(0, color=\"w\", linewidth=1, linestyle=\"--\")\n",
" ax.xaxis.set_major_formatter(ScalarFormatter())\n",
" ax.yaxis.set_major_formatter(percent_formatter_with_sign)\n",
" ax.legend(title=\"BTC price change relative to RUNE\")\n",
" ax.grid(True, \"both\", color=\"grey\", linestyle=\"--\")\n",
" \n",
"fig.savefig(\"fig-1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f341f162-e31c-4e18-8ac4-52ca8befe114",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x540 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(10, 7.5))\n",
"\n",
"price_changes = list(np.linspace(0.1, 10, 100))\n",
"asset_depths = [10, 20, 50, 100, 500]\n",
"rune_depths = [asset_depth * 4000 for asset_depth in asset_depths]\n",
"\n",
"for asset_depth, rune_depth in zip(asset_depths, rune_depths):\n",
" final_rune_depths = [\n",
" calculate_final_rune_depth(asset_depth, rune_depth, price_change, 4000)\n",
" for price_change in price_changes\n",
" ]\n",
" final_rune_depths_no_synth = [\n",
" calculate_final_rune_depth_no_synth(asset_depth, rune_depth, price_change)\n",
" for price_change in price_changes\n",
" ]\n",
" profits = [\n",
" 100 * final_rune_depth / final_rune_depth_no_synth - 100\n",
" for final_rune_depth, final_rune_depth_no_synth in zip(\n",
" final_rune_depths,\n",
" final_rune_depths_no_synth\n",
" )\n",
" ]\n",
"\n",
" ax.plot(price_changes, profits, \n",
" label=\"{}\".format(asset_depth), \n",
" linewidth=2)\n",
" ax.set_xlabel(\"BTC price change relative to RUNE\")\n",
" ax.set_ylabel(\"profit/loss for LPers\")\n",
" ax.set_xscale(\"log\")\n",
" ax.set_xticks([0.1, 0.2, 0.3, 1, 2, 3, 4, 5, 10])\n",
" ax.axhline(0, color=\"w\", linewidth=1, linestyle=\"--\")\n",
" ax.axvline(1, color=\"w\", linewidth=1, linestyle=\"--\")\n",
" ax.xaxis.set_major_formatter(multiple_formatter)\n",
" ax.yaxis.set_major_formatter(percent_formatter_with_sign)\n",
" ax.legend(title=\"pool size (BTC)\")\n",
" ax.grid(True, \"both\", color=\"grey\", linestyle=\"--\")\n",
" \n",
"fig.savefig(\"fig-2.png\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5dfd7bd7-a90b-478b-bee9-548efa512621",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x540 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import LogNorm\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(10, 7.5))\n",
"\n",
"price_changes = list(np.linspace(0.1, 10, num=1000))\n",
"asset_depths = list(np.logspace(1, 5.29, num=1000, base=5))\n",
"rune_depths = [asset_depth * 4000 for asset_depth in asset_depths]\n",
"\n",
"profits = [[] for price_change in price_changes]\n",
"\n",
"for index, price_change in enumerate(price_changes):\n",
" for asset_depth, rune_depth in zip(asset_depths, rune_depths):\n",
" final_rune_depth = calculate_final_rune_depth(\n",
" asset_depth, \n",
" rune_depth, \n",
" price_change, \n",
" 4000\n",
" )\n",
" final_rune_depth_no_synth = calculate_final_rune_depth_no_synth(\n",
" asset_depth, \n",
" rune_depth, \n",
" price_change\n",
" )\n",
" profit = 100 * final_rune_depth / final_rune_depth_no_synth - 100\n",
" profits[index].append(profit)\n",
" \n",
"c = ax.pcolor(asset_depths, price_changes, profits, \n",
" cmap=GnRdReversed,\n",
" norm=colors.SymLogNorm(linthresh=0.1, vmin=-15, vmax=15),\n",
" shading=\"auto\")\n",
"\n",
"ax.set_xlabel(\"pool depth (BTC)\")\n",
"ax.set_ylabel(\"BTC price change relative to RUNE\")\n",
"ax.set_xscale(\"log\")\n",
"ax.set_yscale(\"log\")\n",
"ax.set_yticks([0.1, 0.2, 0.3, 0.5, 0.7, 1, 2, 3, 5, 7, 10])\n",
"ax.xaxis.set_major_formatter(ScalarFormatter())\n",
"ax.yaxis.set_major_formatter(multiple_formatter)\n",
"ax.axhline(1, color=\"black\", linewidth=1, linestyle=\"--\")\n",
"\n",
"cb = fig.colorbar(c)\n",
"cb.set_ticks([-15, -15/12.5, -15/152, 0, 15/152, 15/12.5, 15]) # ???\n",
"cb.ax.yaxis.set_major_formatter(percent_formatter_with_sign)\n",
"\n",
"fig.savefig(\"fig-3.png\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5f79e1b8-92bc-494c-b91e-5f309129b6ef",
"metadata": {},
"outputs": [],
"source": [
"# end of notebook"
]
}
],
"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": "3.9.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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