From fba3ceb5a6190ec024e9a218f2bc1da02ebeaf81 Mon Sep 17 00:00:00 2001 From: sklbancor <109073706+sklbancor@users.noreply.github.com> Date: Thu, 21 Sep 2023 11:45:39 +0200 Subject: [PATCH 1/5] CPC v3.3 [is_unlevered etc and min/max for asym curves] --- fastlane_bot/tools/cpc.py | 44 +++++++++++++++++++++++++++++++++------ 1 file changed, 38 insertions(+), 6 deletions(-) diff --git a/fastlane_bot/tools/cpc.py b/fastlane_bot/tools/cpc.py index 3f0845254..23daf0bcb 100644 --- a/fastlane_bot/tools/cpc.py +++ b/fastlane_bot/tools/cpc.py @@ -7,8 +7,8 @@ NOTE: this class is not part of the API of the Carbon protocol, and you must expect breaking changes even in minor version updates. Use at your own risk. """ -__VERSION__ = "3.2" -__DATE__ = "15/Sep/2023" +__VERSION__ = "3.3" +__DATE__ = "21/Sep/2023" from dataclasses import dataclass, field, asdict, InitVar from .simplepair import SimplePair as Pair @@ -371,11 +371,11 @@ class ConstantProductCurve(CurveBase): def __post_init__(self): if self.alpha is None: - super().__setattr__("_is_constant_product", True) + super().__setattr__("_is_symmetric", True) super().__setattr__("alpha", 0.5) else: - super().__setattr__("_is_constant_product", self.alpha == 0.5) - #print(f"[ConstantProductCurve] _is_constant_product = {self._is_constant_product}") + super().__setattr__("_is_symmetric", self.alpha == 0.5) + #print(f"[ConstantProductCurve] _is_symmetric = {self._is_symmetric}") assert self.alpha > 0, f"alpha must be > 0 [{self.alpha}]" assert self.alpha < 1, f"alpha must be < 1 [{self.alpha}]" @@ -445,8 +445,24 @@ def eta(self): return self.alpha / (1 - self.alpha) def is_constant_product(self): + "True iff alpha == 0.5 (deprecated; use `is_symmetric`)" + return self.is_symmetric() + + def is_symmetric(self): "True iff alpha == 0.5" - return self._is_constant_product + return self._is_symmetric + + def is_asymmetric(self): + "True iff alpha != 0.5" + return not self.is_symmetric() + + def is_levered(self): + "True iff x!=x_act or y!=y_act" + return not self.is_unlevered() + + def is_unlevered(self): + "True iff x==x_act and y==y_act" + return self.x == self.x_act and self.y == self.y_act TOKENSCALE = ts.TokenScale1Data # default token scale object is the trivial scale (everything one) @@ -1242,6 +1258,8 @@ def invariant(self, xvec=None, *, include_target=False): @property def x_min(self): "minimum (virtual) x value" + if self.is_unlevered(): + return 0 assert self.is_constant_product(), "only implemented for constant product curves" return self.x - self.x_act @@ -1272,6 +1290,8 @@ def at_boundary(self): @property def y_min(self): "minimum (virtual) y value" + if self.is_unlevered(): + return 0 assert self.is_constant_product(), "only implemented for constant product curves" return self.y - self.y_act @@ -1279,6 +1299,8 @@ def y_min(self): @property def x_max(self): "maximum (virtual) x value" + if self.is_unlevered(): + return None assert self.is_constant_product(), "only implemented for constant product curves" if self.y_min > 0: @@ -1289,6 +1311,8 @@ def x_max(self): @property def y_max(self): "maximum (virtual) y value" + if self.is_unlevered(): + return None assert self.is_constant_product(), "only implemented for constant product curves" if self.x_min > 0: @@ -1299,6 +1323,8 @@ def y_max(self): @property def p_max(self): "maximum pool price (in dy/dx; None if unlimited) = y_max/x_min" + if self.is_unlevered(): + return None assert self.is_constant_product(), "only implemented for constant product curves" if not self.x_min is None and self.x_min > 0: @@ -1308,6 +1334,8 @@ def p_max(self): def p_max_primary(self, swap=True): "p_max in the native quote of the curve Pair object (swap=True: p_min)" + if self.is_unlevered(): + return None p = self.p_max if not (swap and not self.isprimary) else self.p_min if p is None: return None return p if self.isprimary else 1/p @@ -1315,6 +1343,8 @@ def p_max_primary(self, swap=True): @property def p_min(self): "minimum pool price (in dy/dx; None if unlimited) = y_min/x_max" + if self.is_unlevered(): + return 0 assert self.is_constant_product(), "only implemented for constant product curves" if not self.x_max is None and self.x_max > 0: @@ -1324,6 +1354,8 @@ def p_min(self): def p_min_primary(self, swap=True): "p_min in the native quote of the curve Pair object (swap=True: p_max)" + if self.is_unlevered(): + return 0 p = self.p_min if not (swap and not self.isprimary) else self.p_max if p is None: return None return p if self.isprimary else 1/p From f50bf66827c1b63e5931ac2383bafe1b426e8302 Mon Sep 17 00:00:00 2001 From: sklbancor <109073706+sklbancor@users.noreply.github.com> Date: Thu, 21 Sep 2023 11:45:47 +0200 Subject: [PATCH 2/5] NBTest 002, 051, 900 --- .../NBTest/NBTest_002_CPCandOptimizer.ipynb | 775 ++++++++++-------- .../NBTest/NBTest_002_CPCandOptimizer.py | 82 +- resources/NBTest/NBTest_051_CPCBalancer.ipynb | 226 ++--- resources/NBTest/NBTest_051_CPCBalancer.py | 40 +- .../NBTest_900_OptimizerDetailedSlow.ipynb | 246 +++--- .../NBTest_900_OptimizerDetailedSlow.py | 22 +- 6 files changed, 751 insertions(+), 640 deletions(-) diff --git a/resources/NBTest/NBTest_002_CPCandOptimizer.ipynb b/resources/NBTest/NBTest_002_CPCandOptimizer.ipynb index f8d3feaef..9a509d331 100644 --- a/resources/NBTest/NBTest_002_CPCandOptimizer.ipynb +++ b/resources/NBTest/NBTest_002_CPCandOptimizer.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 162, + "execution_count": 178, "id": "a448e212", "metadata": {}, "outputs": [ @@ -11,10 +11,10 @@ "output_type": "stream", "text": [ "SimplePair v2.1 (18/May/2023)\n", - "ConstantProductCurve v3.2 (15/Sep/2023)\n", + "ConstantProductCurve v3.3 (21/Sep/2023)\n", "CPCArbOptimizer v5.1 (15/Sep/2023)\n", "MargPOptimizer v5.2 (15/Sep/2023)\n", - "PairOptimizer v6.0 (15/Sep/2023)\n", + "PairOptimizer v6.0.1 (21/Sep/2023)\n", "Version = 3-b2.2 [requirements >= 3.0 is met]\n" ] } @@ -41,12 +41,14 @@ "id": "d9917997", "metadata": {}, "source": [ - "# CPC and Optimizer in Fastlane [NBTest002]" + "# CPC and Optimizer in Fastlane [NBTest002]\n", + "\n", + "Note: more optimizer tests in NBTest 055" ] }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 179, "id": "d6c6ac8d", "metadata": {}, "outputs": [], @@ -68,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 180, "id": "2e23803a", "metadata": {}, "outputs": [ @@ -76,15 +78,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "cid = 167 [167]\n", - "primary = WETH/DAI [WETH/DAI]\n", - "pp = 1,826.764318 DAI per WETH\n", - "pair = DAI/WETH [DAI/WETH]\n", - "tknx = 3,967,283.591895 DAI [virtual: 3,967,283.592]\n", - "tkny = 2,171.754481 WETH [virtual: 2,171.754]\n", - "p = 0.0005474159913752679 [min=None, max=None] WETH per DAI\n", - "fee = 0.003\n", - "descr = sushiswap_v2 DAI/WETH 0.003\n" + "d: cid = 167 [167]\n", + "d0: cid = 167 [167]\n", + "\n", + "d: primary = WETH/DAI [WETH/DAI]\n", + "d0: primary = WETH/DAI [WETH/DAI]\n", + "\n", + "d: pp = 1,826.764318 DAI per WETH\n", + "d0: pp = 1,826.764318 DAI per WETH\n", + "\n", + "d: pair = DAI/WETH [DAI/WETH]\n", + "d0: pair = DAI/WETH [DAI/WETH]\n", + "\n", + "d: tknx = 3,967,283.591895 DAI [virtual: 3,967,283.592]\n", + "d0: tknx = 3,967,283.591895 DAI [virtual: 3,967,283.592]\n", + "\n", + "d: tkny = 2,171.754481 WETH [virtual: 2,171.754]\n", + "d0: tkny = 2,171.754481 WETH [virtual: 2,171.754]\n", + "\n", + "d: p = 0.0005474159913752679 [min=0, max=None] WETH per DAI\n", + "d0: p = 0.0005474159913752679 [min=0, max=None] WETH per DAI\n", + "\n", + "d: fee = 0.003\n", + "d0: fee = 0.003\n", + "\n", + "d: descr = sushiswap_v2 DAI/WETH 0.003\n", + "d0: descr = sushiswap_v2 DAI/WETH 0.003\n", + "\n" ] } ], @@ -97,14 +117,14 @@ "pair = DAI/WETH [DAI/WETH]\n", "tknx = 3,967,283.591895 DAI [virtual: 3,967,283.592]\n", "tkny = 2,171.754481 WETH [virtual: 2,171.754]\n", - "p = 0.0005474159913752679 [min=None, max=None] WETH per DAI\n", + "p = 0.0005474159913752679 [min=0, max=None] WETH per DAI\n", "fee = 0.003\n", "descr = sushiswap_v2 DAI/WETH 0.003\n", "\"\"\".strip().splitlines()\n", "d0 = [l.strip() for l in d0]\n", - "assert d == d0\n", - "for l in d0:\n", - " print(l)" + "for l,l0 in zip(d,d0):\n", + " print(f\"d: {l}\\nd0: {l0}\\n\")\n", + " assert l==l0" ] }, { @@ -117,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 181, "id": "db8ec358", "metadata": {}, "outputs": [], @@ -127,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 182, "id": "84f2f485", "metadata": {}, "outputs": [], @@ -160,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 183, "id": "996e686a", "metadata": {}, "outputs": [], @@ -172,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 184, "id": "cad32d68", "metadata": {}, "outputs": [], @@ -200,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 185, "id": "fdf29cb5", "metadata": {}, "outputs": [], @@ -227,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 186, "id": "c6d7394d", "metadata": {}, "outputs": [], @@ -245,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 187, "id": "dcdb3221", "metadata": {}, "outputs": [], @@ -264,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 188, "id": "05230c3c", "metadata": {}, "outputs": [], @@ -281,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 189, "id": "0b5e281e", "metadata": {}, "outputs": [], @@ -299,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 190, "id": "9ce99e2d", "metadata": {}, "outputs": [], @@ -317,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 191, "id": "a0c4f67b", "metadata": {}, "outputs": [], @@ -335,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 192, "id": "bb8ab2a2", "metadata": {}, "outputs": [], @@ -353,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 193, "id": "439a2b12", "metadata": {}, "outputs": [], @@ -371,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 194, "id": "49be8a53", "metadata": {}, "outputs": [], @@ -389,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 195, "id": "e30ec983", "metadata": {}, "outputs": [], @@ -407,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 196, "id": "332fe629", "metadata": {}, "outputs": [], @@ -425,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 197, "id": "d4d8da1b", "metadata": {}, "outputs": [], @@ -451,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 198, "id": "47e558cd", "metadata": {}, "outputs": [], @@ -476,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 199, "id": "d4f0340c", "metadata": { "lines_to_next_cell": 2 @@ -492,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 200, "id": "91000e9e", "metadata": {}, "outputs": [], @@ -522,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 201, "id": "39159fa9", "metadata": { "lines_to_next_cell": 2 @@ -565,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 202, "id": "5acbf06f", "metadata": {}, "outputs": [], @@ -584,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 203, "id": "341f9933", "metadata": {}, "outputs": [], @@ -603,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 204, "id": "a8fd73db", "metadata": {}, "outputs": [], @@ -627,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 205, "id": "83f7196d", "metadata": {}, "outputs": [], @@ -647,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 206, "id": "dc727e68", "metadata": {}, "outputs": [], @@ -675,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 207, "id": "303811aa", "metadata": {}, "outputs": [], @@ -702,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 208, "id": "c998d76f", "metadata": {}, "outputs": [], @@ -725,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 209, "id": "986793db", "metadata": {}, "outputs": [], @@ -751,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 210, "id": "77c42b32", "metadata": {}, "outputs": [], @@ -774,7 +794,7 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 211, "id": "11e56ebf", "metadata": {}, "outputs": [], @@ -785,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 212, "id": "f87ff262", "metadata": {}, "outputs": [], @@ -801,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 213, "id": "f921bdae", "metadata": {}, "outputs": [], @@ -825,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 214, "id": "d6a18b66", "metadata": {}, "outputs": [], @@ -840,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 215, "id": "97b4279a", "metadata": {}, "outputs": [ @@ -872,7 +892,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 216, "id": "ad46bf0d", "metadata": {}, "outputs": [], @@ -885,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 217, "id": "c449870e", "metadata": {}, "outputs": [], @@ -905,7 +925,7 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 218, "id": "9e8110c8", "metadata": {}, "outputs": [ @@ -938,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 219, "id": "f14adee5", "metadata": {}, "outputs": [ @@ -948,7 +968,7 @@ "array(['WBTC-C599/WETH-6Cc2'], dtype='\n", " \n", " \n", - " USDC\n", - " 0.0005\n", - " \n", - " \n", " AAVE\n", " 0.0500\n", " \n", " \n", - " MKR\n", - " 0.2500\n", - " \n", - " \n", " LINK\n", " 0.0025\n", " \n", " \n", + " USDC\n", + " 0.0005\n", + " \n", + " \n", " WBTC\n", " 10.0000\n", " \n", + " \n", + " MKR\n", + " 0.2500\n", + " \n", " \n", "\n", "" @@ -1102,14 +1122,14 @@ "text/plain": [ " WETH\n", "tknb \n", - "USDC 0.0005\n", "AAVE 0.0500\n", - "MKR 0.2500\n", "LINK 0.0025\n", - "WBTC 10.0000" + "USDC 0.0005\n", + "WBTC 10.0000\n", + "MKR 0.2500" ] }, - "execution_count": 208, + "execution_count": 224, "metadata": {}, "output_type": "execute_result" } @@ -1141,7 +1161,7 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 225, "id": "50f23286", "metadata": {}, "outputs": [ @@ -1166,7 +1186,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 226, "id": "e5055bae", "metadata": {}, "outputs": [], @@ -1182,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 227, "id": "44d0d4fc", "metadata": {}, "outputs": [ @@ -1192,7 +1212,7 @@ "ConstantProductCurve(k=200, x=10, x_act=10, y_act=20.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xy', params={})" ] }, - "execution_count": 211, + "execution_count": 227, "metadata": {}, "output_type": "execute_result" } @@ -1203,7 +1223,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 228, "id": "70ff3f6d", "metadata": {}, "outputs": [], @@ -1218,7 +1238,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 229, "id": "0d80accd", "metadata": {}, "outputs": [], @@ -1242,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 230, "id": "fc2a5765", "metadata": {}, "outputs": [], @@ -1256,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 231, "id": "fe5854de", "metadata": {}, "outputs": [], @@ -1278,7 +1298,7 @@ }, { "cell_type": "code", - "execution_count": 216, + "execution_count": 232, "id": "cb146f71", "metadata": {}, "outputs": [], @@ -1305,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 233, "id": "6611a642", "metadata": {}, "outputs": [], @@ -1327,7 +1347,7 @@ }, { "cell_type": "code", - "execution_count": 218, + "execution_count": 234, "id": "3ea36c28", "metadata": {}, "outputs": [], @@ -1341,7 +1361,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 235, "id": "e73018ea", "metadata": {}, "outputs": [], @@ -1363,7 +1383,7 @@ }, { "cell_type": "code", - "execution_count": 220, + "execution_count": 236, "id": "abde4984", "metadata": {}, "outputs": [], @@ -1387,7 +1407,7 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 237, "id": "d24627fa", "metadata": {}, "outputs": [], @@ -1411,7 +1431,7 @@ }, { "cell_type": "code", - "execution_count": 222, + "execution_count": 238, "id": "6b46e9c5", "metadata": {}, "outputs": [ @@ -1445,7 +1465,7 @@ }, { "cell_type": "code", - "execution_count": 223, + "execution_count": 239, "id": "45cac036", "metadata": {}, "outputs": [], @@ -1475,22 +1495,22 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 240, "id": "d2619e0a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'USDC': TTE(x=[], y=[1, 2, 4, 5, 7]),\n", + "{'DAI': TTE(x=[1, 4, 8], y=[3, 6]),\n", " 'AAVE': TTE(x=[7], y=[8]),\n", - " 'ETH': TTE(x=[], y=[0]),\n", - " 'DAI': TTE(x=[1, 4, 8], y=[3, 6]),\n", " 'LINK': TTE(x=[2, 3, 5, 6], y=[]),\n", - " 'BNT': TTE(x=[0], y=[])}" + " 'USDC': TTE(x=[], y=[1, 2, 4, 5, 7]),\n", + " 'BNT': TTE(x=[0], y=[]),\n", + " 'ETH': TTE(x=[], y=[0])}" ] }, - "execution_count": 224, + "execution_count": 240, "metadata": {}, "output_type": "execute_result" } @@ -1507,7 +1527,7 @@ }, { "cell_type": "code", - "execution_count": 225, + "execution_count": 241, "id": "c12f7530", "metadata": {}, "outputs": [], @@ -1530,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 226, + "execution_count": 242, "id": "b093eb92", "metadata": {}, "outputs": [], @@ -1540,7 +1560,7 @@ }, { "cell_type": "code", - "execution_count": 227, + "execution_count": 243, "id": "ad56665e", "metadata": {}, "outputs": [], @@ -1552,7 +1572,7 @@ }, { "cell_type": "code", - "execution_count": 228, + "execution_count": 244, "id": "15788980", "metadata": {}, "outputs": [], @@ -1563,7 +1583,7 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 245, "id": "31f10328", "metadata": {}, "outputs": [], @@ -1576,7 +1596,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 246, "id": "9c1d3e0c", "metadata": {}, "outputs": [], @@ -1586,7 +1606,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 247, "id": "7d12770e", "metadata": {}, "outputs": [], @@ -1597,7 +1617,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 248, "id": "04cbcfd1", "metadata": {}, "outputs": [], @@ -1618,7 +1638,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 249, "id": "be4e0214", "metadata": {}, "outputs": [], @@ -1649,7 +1669,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 250, "id": "7f67f2da", "metadata": {}, "outputs": [], @@ -1673,7 +1693,7 @@ }, { "cell_type": "code", - "execution_count": 235, + "execution_count": 251, "id": "03080821", "metadata": {}, "outputs": [], @@ -1725,7 +1745,7 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 252, "id": "6f488b21", "metadata": {}, "outputs": [], @@ -1770,6 +1790,114 @@ "assert iseq(c.y_min/c.x_max, c.p_min)" ] }, + { + "cell_type": "markdown", + "id": "b03bfdd4-0bc2-430c-a8c3-3ffb030b1f11", + "metadata": {}, + "source": [ + "## Asymmetric curves and curve classifications\n", + "\n", + "We here briefly run through asymmetric curves; we also ensure that the associated functions (is_constant_product) etc work across the board" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "e55d762b-611a-4559-95ec-98d887d4df94", + "metadata": {}, + "outputs": [], + "source": [ + "ETA = 3\n", + "cc = CPC.from_xyal(x=10, y=100/ETA*10, eta=ETA)\n", + "assert cc.alpha == 0.75\n", + "assert cc.eta == 3\n", + "assert iseq(cc.x, 10)\n", + "assert iseq(cc.y, 100/ETA*10)\n", + "assert iseq(cc.p, 100)\n", + "assert iseq(cc.x_act, cc.x)\n", + "assert iseq(cc.y_act, cc.y)\n", + "assert (cc.x_min, cc.x_max) == (0,None)\n", + "assert (cc.y_min, cc.y_max) == (0,None)\n", + "assert not cc.is_constant_product() # DEPRECATED\n", + "assert not cc.is_symmetric()\n", + "assert cc.is_asymmetric()\n", + "assert not cc.is_levered()\n", + "assert cc.is_unlevered()" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "id": "65300368-ecf5-4c48-bdf0-b29744e3ac13", + "metadata": {}, + "outputs": [], + "source": [ + "ETA = 1\n", + "cc = CPC.from_xyal(x=10, y=100/ETA*10, eta=ETA)\n", + "assert cc.alpha == 0.5\n", + "assert cc.eta == 1\n", + "assert iseq(cc.x, 10)\n", + "assert iseq(cc.y, 100/ETA*10)\n", + "assert iseq(cc.p, 100)\n", + "assert iseq(cc.x_act, cc.x)\n", + "assert iseq(cc.y_act, cc.y)\n", + "assert (cc.x_min, cc.x_max) == (0,None)\n", + "assert (cc.y_min, cc.y_max) == (0,None)\n", + "assert cc.is_constant_product() # DEPRECATED\n", + "assert cc.is_symmetric()\n", + "assert not cc.is_asymmetric()\n", + "assert not cc.is_levered()\n", + "assert cc.is_unlevered()" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "id": "3e1e63cd-6421-44dd-beb9-feacc8985542", + "metadata": {}, + "outputs": [], + "source": [ + "cc = CPC.from_xy(x=10, y=100*10)\n", + "assert cc.alpha == 0.5\n", + "assert cc.eta == 1\n", + "assert iseq(cc.x, 10)\n", + "assert iseq(cc.y, 100/ETA*10)\n", + "assert iseq(cc.p, 100)\n", + "assert iseq(cc.x_act, cc.x)\n", + "assert iseq(cc.y_act, cc.y)\n", + "assert (cc.x_min, cc.x_max) == (0,None)\n", + "assert (cc.y_min, cc.y_max) == (0,None)\n", + "assert cc.is_constant_product() # DEPRECATED\n", + "assert cc.is_symmetric()\n", + "assert not cc.is_asymmetric()\n", + "assert not cc.is_levered()\n", + "assert cc.is_unlevered()" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "id": "8ca006a1-cfac-4399-ba2a-786a352ae5a5", + "metadata": {}, + "outputs": [], + "source": [ + "cc = CPC.from_pkpp(p=100, k=10*100, p_min=90, p_max=110)\n", + "assert cc.alpha == 0.5\n", + "assert cc.eta == 1\n", + "assert iseq(cc.x, 3.1622776601683795)\n", + "assert iseq(cc.y, 316.2277660168379)\n", + "assert iseq(cc.p, 100)\n", + "assert not iseq(cc.x_act, cc.x)\n", + "assert not iseq(cc.y_act, cc.y)\n", + "assert not (cc.x_min, cc.x_max) == (0,None)\n", + "assert not (cc.y_min, cc.y_max) == (0,None)\n", + "assert cc.is_constant_product() # DEPRECATED\n", + "assert cc.is_symmetric()\n", + "assert not cc.is_asymmetric()\n", + "assert cc.is_levered()\n", + "assert not cc.is_unlevered()" + ] + }, { "cell_type": "markdown", "id": "1b50a1a4", @@ -1780,7 +1908,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 257, "id": "3ef6d6d7", "metadata": {}, "outputs": [], @@ -1796,7 +1924,7 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 258, "id": "d362cbaa-1fb3-4c77-b5c6-502e965dc7e7", "metadata": {}, "outputs": [], @@ -1809,7 +1937,7 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 259, "id": "f92dc34e", "metadata": {}, "outputs": [], @@ -1830,7 +1958,7 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 260, "id": "ca485113", "metadata": {}, "outputs": [], @@ -1844,7 +1972,7 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 261, "id": "68861100", "metadata": { "lines_to_next_cell": 2 @@ -1877,7 +2005,7 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 262, "id": "65156f9c", "metadata": {}, "outputs": [], @@ -1907,7 +2035,7 @@ }, { "cell_type": "code", - "execution_count": 243, + "execution_count": 263, "id": "b530bfd2", "metadata": {}, "outputs": [], @@ -1922,7 +2050,7 @@ }, { "cell_type": "code", - "execution_count": 244, + "execution_count": 264, "id": "0b7050fc", "metadata": { "lines_to_next_cell": 2 @@ -1956,7 +2084,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": 265, "id": "bb2ae437", "metadata": {}, "outputs": [], @@ -1973,24 +2101,10 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 266, "id": "af0421b3", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "O = PairOptimizer(CC)\n", "O0 = PairOptimizer(CC0)\n", @@ -2025,24 +2139,17 @@ }, { "cell_type": "code", - "execution_count": 247, + "execution_count": 267, "id": "c708e8f8", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - }, { "data": { "text/plain": [ "OptimizerBase.SimpleResult(result=2049.881086733136, method='newtonraphson', errormsg=None, context_dct=None)" ] }, - "execution_count": 247, + "execution_count": 267, "metadata": {}, "output_type": "execute_result" } @@ -2063,20 +2170,10 @@ }, { "cell_type": "code", - "execution_count": 248, + "execution_count": 268, "id": "e07a7189", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "r = O.optimize()\n", "r_ = O.optimize(result=O.SO_GLOBALMAX)\n", @@ -2094,7 +2191,7 @@ }, { "cell_type": "code", - "execution_count": 249, + "execution_count": 269, "id": "8f2a15f7", "metadata": {}, "outputs": [], @@ -2119,23 +2216,10 @@ }, { "cell_type": "code", - "execution_count": 250, + "execution_count": 270, "id": "12962eef", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] p_optimal OptimizerBase.SimpleResult(result=2049.8780344487323, method='bisection', errormsg=None, context_dct=None) full_result [-6.46590134e-03 -5.60248736e-10]\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] p_optimal OptimizerBase.SimpleResult(result=2049.8780344487323, method='bisection', errormsg=None, context_dct=None) full_result [-6.46590134e-03 -5.60248736e-10]\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "r = O.optimize(targettkn=T.WETH)\n", "r_ = O.optimize(targettkn=T.WETH, result=O.SO_TARGETTKN)\n", @@ -2149,19 +2233,10 @@ }, { "cell_type": "code", - "execution_count": 251, + "execution_count": 271, "id": "e65d8ea6", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] p_optimal OptimizerBase.SimpleResult(result=2049.6340822968405, method='bisection', errormsg=None, context_dct=None) full_result [-6.09290396e-13 -1.32535204e+01]\n" - ] - } - ], + "outputs": [], "source": [ "r = O.optimize(targettkn=T.USDC)\n", "assert abs(sum(r.dxvalues) < 1e-6)\n", @@ -2181,7 +2256,7 @@ }, { "cell_type": "code", - "execution_count": 252, + "execution_count": 272, "id": "4ecd90f9", "metadata": {}, "outputs": [], @@ -2196,7 +2271,7 @@ }, { "cell_type": "code", - "execution_count": 253, + "execution_count": 273, "id": "c601265a", "metadata": {}, "outputs": [], @@ -2206,18 +2281,10 @@ }, { "cell_type": "code", - "execution_count": 254, + "execution_count": 274, "id": "36a68baa", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "O = PairOptimizer(CC)\n", "r = O.optimize()\n", @@ -2227,7 +2294,7 @@ }, { "cell_type": "code", - "execution_count": 255, + "execution_count": 275, "id": "42c1536b-cb4c-4848-ab46-fdac3ea38b8e", "metadata": {}, "outputs": [], @@ -2237,7 +2304,7 @@ }, { "cell_type": "code", - "execution_count": 256, + "execution_count": 276, "id": "d1e3c887", "metadata": {}, "outputs": [], @@ -2249,7 +2316,7 @@ }, { "cell_type": "code", - "execution_count": 257, + "execution_count": 277, "id": "d4c16352", "metadata": {}, "outputs": [], @@ -2268,7 +2335,7 @@ }, { "cell_type": "code", - "execution_count": 258, + "execution_count": 278, "id": "34ede208", "metadata": {}, "outputs": [], @@ -2279,7 +2346,7 @@ }, { "cell_type": "code", - "execution_count": 259, + "execution_count": 279, "id": "8fe3f69a", "metadata": {}, "outputs": [], @@ -2294,7 +2361,7 @@ }, { "cell_type": "code", - "execution_count": 260, + "execution_count": 280, "id": "3d1f06a7", "metadata": {}, "outputs": [], @@ -2313,7 +2380,7 @@ }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 281, "id": "375eec3d", "metadata": {}, "outputs": [], @@ -2323,7 +2390,7 @@ }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 282, "id": "eff49534", "metadata": {}, "outputs": [ @@ -2352,7 +2419,7 @@ }, { "cell_type": "code", - "execution_count": 263, + "execution_count": 283, "id": "bf6632e7", "metadata": {}, "outputs": [], @@ -2373,7 +2440,7 @@ }, { "cell_type": "code", - "execution_count": 264, + "execution_count": 284, "id": "8294a2a9", "metadata": { "lines_to_next_cell": 2 @@ -2396,7 +2463,7 @@ }, { "cell_type": "code", - "execution_count": 265, + "execution_count": 285, "id": "d6c001fd", "metadata": {}, "outputs": [], @@ -2428,7 +2495,7 @@ }, { "cell_type": "code", - "execution_count": 266, + "execution_count": 286, "id": "0419e520", "metadata": {}, "outputs": [ @@ -2443,7 +2510,7 @@ " 'error': None}" ] }, - "execution_count": 266, + "execution_count": 286, "metadata": {}, "output_type": "execute_result" } @@ -2454,7 +2521,7 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 287, "id": "2eec3c2c", "metadata": {}, "outputs": [ @@ -2606,7 +2673,7 @@ "10 ETH USDC 1.09 -2180.0" ] }, - "execution_count": 267, + "execution_count": 287, "metadata": {}, "output_type": "execute_result" } @@ -2633,7 +2700,7 @@ }, { "cell_type": "code", - "execution_count": 268, + "execution_count": 288, "id": "9a2f0b78", "metadata": {}, "outputs": [], @@ -2647,7 +2714,7 @@ }, { "cell_type": "code", - "execution_count": 269, + "execution_count": 289, "id": "0220671a", "metadata": {}, "outputs": [], @@ -2667,7 +2734,7 @@ }, { "cell_type": "code", - "execution_count": 270, + "execution_count": 290, "id": "3a8e543a", "metadata": {}, "outputs": [ @@ -2675,17 +2742,17 @@ "data": { "text/plain": [ "{'price_estimates_t': array([0.0005, 0.0005]),\n", - " 'tokens_t': ('USDC', 'USDT'),\n", - " 'tokens_ix': {'USDC': 0, 'USDT': 1},\n", + " 'tokens_t': ('USDT', 'USDC'),\n", + " 'tokens_ix': {'USDT': 0, 'USDC': 1},\n", " 'pairs': {'USDC/USDT', 'WETH/USDC', 'WETH/USDT'},\n", " 'sfc': CPCArbOptimizer.SelfFinancingConstraints(data={'WETH': 'OptimizationVar'}, tokens={'WETH'}),\n", " 'targettkn': 'WETH',\n", - " 'pairs_t': (('WETH', 'USDT'), ('WETH', 'USDC'), ('USDC', 'USDT')),\n", + " 'pairs_t': (('WETH', 'USDT'), ('USDC', 'USDT'), ('WETH', 'USDC')),\n", " 'dtknfromp_f': .dtknfromp_f(p, *, islog10=True, asdct=False, quiet=False)>,\n", - " 'optimizer': }" + " 'optimizer': }" ] }, - "execution_count": 270, + "execution_count": 290, "metadata": {}, "output_type": "execute_result" } @@ -2696,7 +2763,7 @@ }, { "cell_type": "code", - "execution_count": 271, + "execution_count": 291, "id": "f6c8c50f", "metadata": {}, "outputs": [ @@ -2706,7 +2773,7 @@ "array([0.0005, 0.0005])" ] }, - "execution_count": 271, + "execution_count": 291, "metadata": {}, "output_type": "execute_result" } @@ -2717,7 +2784,7 @@ }, { "cell_type": "code", - "execution_count": 272, + "execution_count": 292, "id": "7c3e3839", "metadata": {}, "outputs": [ @@ -2742,7 +2809,7 @@ }, { "cell_type": "code", - "execution_count": 273, + "execution_count": 293, "id": "c45ebfaa", "metadata": {}, "outputs": [ @@ -2762,7 +2829,7 @@ "p (0.0005000000000000001, 0.0005000000000000001)\n", "p 0.00, 0.00\n", "1/p 2,000.00, 2,000.00\n", - "tokens_t ('USDC', 'USDT')\n", + "tokens_t ('USDT', 'USDC')\n", "dtkn 0.000, 0.000\n", "[criterium=4.47e-16, eps=1.0e-06, c/e=4e-10]\n", "<<<========== cycle 0 ======= [margp_optimizer]\n", @@ -2774,7 +2841,7 @@ "p (0.0005000000000000001, 0.0005000000000000001)\n", "p 0.00, 0.00\n", "1/p 2,000.00, 2,000.00\n", - "tokens_t ('USDC', 'USDT')\n", + "tokens_t ('USDT', 'USDC')\n", "dtkn -0.000, -0.000\n", "[criterium=2.24e-16, eps=1.0e-06, c/e=2e-10]\n", "<<<========== cycle 1 ======= [margp_optimizer]\n" @@ -2802,7 +2869,7 @@ }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 294, "id": "551b9b36", "metadata": {}, "outputs": [], @@ -2845,7 +2912,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 295, "id": "16390e26", "metadata": {}, "outputs": [], @@ -2859,7 +2926,7 @@ }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 296, "id": "34b5d2b2", "metadata": {}, "outputs": [], @@ -2878,7 +2945,7 @@ }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 297, "id": "d9d551b6", "metadata": {}, "outputs": [], @@ -2894,7 +2961,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 298, "id": "88888e71", "metadata": {}, "outputs": [], @@ -2922,17 +2989,17 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 299, "id": "7c7fed1c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.9068465917371213e-07" + "2.2650783648714423e-07" ] }, - "execution_count": 279, + "execution_count": 299, "metadata": {}, "output_type": "execute_result" } @@ -2943,7 +3010,7 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 300, "id": "e007be1d", "metadata": {}, "outputs": [ @@ -3013,8 +3080,8 @@ " \n", " TOTAL NET\n", " -0.039444\n", - " 1.906847e-07\n", - " 2.264096e-07\n", + " 1.905973e-07\n", + " 2.265078e-07\n", " \n", " \n", "\n", @@ -3028,10 +3095,10 @@ "PRICE 1.000000 5.421803e-04 4.557539e-04\n", "AMMIn 0.413264 7.937258e+02 9.483481e+02\n", "AMMOut -0.452708 -7.937258e+02 -9.483481e+02\n", - "TOTAL NET -0.039444 1.906847e-07 2.264096e-07" + "TOTAL NET -0.039444 1.905973e-07 2.265078e-07" ] }, - "execution_count": 280, + "execution_count": 300, "metadata": {}, "output_type": "execute_result" } @@ -3051,7 +3118,7 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 301, "id": "ccc9d286", "metadata": {}, "outputs": [ @@ -3138,7 +3205,7 @@ "c2 USDC/USDT USDC/USDT USDC USDT NaN 793.725794 -948.34809" ] }, - "execution_count": 281, + "execution_count": 301, "metadata": {}, "output_type": "execute_result" } @@ -3152,7 +3219,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 302, "id": "7c7f2301", "metadata": {}, "outputs": [ @@ -3239,7 +3306,7 @@ "c2 USDC/USDT USDC/USDT USDC USDT 793.725794 -948.34809" ] }, - "execution_count": 282, + "execution_count": 302, "metadata": {}, "output_type": "execute_result" } @@ -3254,7 +3321,7 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 303, "id": "c5cb20e7", "metadata": {}, "outputs": [ @@ -3269,19 +3336,19 @@ " 'error': None},\n", " {'cid': 'c1',\n", " 'tknin': 'USDT',\n", - " 'amtin': 948.3480897734808,\n", + " 'amtin': 948.3480897734917,\n", " 'tknout': 'WETH',\n", - " 'amtout': -0.45270781529377224,\n", + " 'amtout': -0.4527078152937758,\n", " 'error': None},\n", " {'cid': 'c2',\n", " 'tknin': 'USDC',\n", - " 'amtin': 793.7257937187678,\n", + " 'amtin': 793.7257937186805,\n", " 'tknout': 'USDT',\n", - " 'amtout': -948.3480895470711,\n", + " 'amtout': -948.3480895469838,\n", " 'error': None})" ] }, - "execution_count": 283, + "execution_count": 303, "metadata": {}, "output_type": "execute_result" } @@ -3298,7 +3365,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 304, "id": "4b3ee562", "metadata": {}, "outputs": [ @@ -3306,11 +3373,11 @@ "data": { "text/plain": [ "(CPCArbOptimizer.TradeInstruction(cid='c0', tknin='WETH', amtin=0.41326380379418914, tknout='USDC', amtout=-793.7257935280832, error=None),\n", - " CPCArbOptimizer.TradeInstruction(cid='c1', tknin='USDT', amtin=948.3480897734808, tknout='WETH', amtout=-0.45270781529377224, error=None),\n", - " CPCArbOptimizer.TradeInstruction(cid='c2', tknin='USDC', amtin=793.7257937187678, tknout='USDT', amtout=-948.3480895470711, error=None))" + " CPCArbOptimizer.TradeInstruction(cid='c1', tknin='USDT', amtin=948.3480897734917, tknout='WETH', amtout=-0.4527078152937758, error=None),\n", + " CPCArbOptimizer.TradeInstruction(cid='c2', tknin='USDC', amtin=793.7257937186805, tknout='USDT', amtout=-948.3480895469838, error=None))" ] }, - "execution_count": 284, + "execution_count": 304, "metadata": {}, "output_type": "execute_result" } @@ -3324,7 +3391,7 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 305, "id": "39fdcea2", "metadata": {}, "outputs": [ @@ -3356,21 +3423,10 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 306, "id": "528abf9c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "CC = CPCContainer(CPC.from_pk(p=2000+i*100, k=10*(20000+i*10000), pair=f\"{T.ETH}/{T.USDC}\") for i in range(11))\n", "#O = CPCArbOptimizer(CC)\n", @@ -3387,7 +3443,7 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 307, "id": "57cc1ad4", "metadata": {}, "outputs": [ @@ -3434,18 +3490,10 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 308, "id": "0d151350", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n" - ] - } - ], + "outputs": [], "source": [ "r = O.optimize()\n", "#print(f\"Arbitrage gains: {-r.valx:.4f} {r.tknxp} [time={r.time:.4f}s]\")" @@ -3453,7 +3501,7 @@ }, { "cell_type": "code", - "execution_count": 289, + "execution_count": 309, "id": "1f5aed55", "metadata": {}, "outputs": [ @@ -3512,7 +3560,7 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 310, "id": "a02af582", "metadata": {}, "outputs": [], @@ -3526,7 +3574,7 @@ }, { "cell_type": "code", - "execution_count": 291, + "execution_count": 311, "id": "05532dcc", "metadata": {}, "outputs": [ @@ -3534,12 +3582,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDT\n" + "pair = WETH/USDC\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3553,12 +3601,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDC\n" + "pair = WETH/USDT\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAGDCAYAAABqVqVgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAAsTAAALEwEAmpwYAABJ7UlEQVR4nO3dd3hVZb73//c3jYQWeiihBBICoYQSioiaoEhRAUdRsIFl7OOUczyjj8cZnXHOmXlmnvHM/I46oqCIBdARsdAEDNIDQWqAEIoQQJAOKi3cvz/2IhMhCaDsvXbI53Vd+8re92rflZvAh5V73cucc4iIiIiISGhE+F2AiIiIiEhlogAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiImHGzJ40s6lntG0oo22YmTkz+8bMjpR4/YeZ/aPE5+NmdqLE56lm1sLbNuqM/b5uZs+d0TbczN42s0wzKyyl5mwzu897X8vMxpjZV2Z22MzyzeyJEuuWrHevmc0ys1tL2Wc/M/vc28fXZjbHzAb9sO+qiEj4iDr3KiIiEmKfA0+YWaRzrsjMGgHRQOcz2pK9dQHSnXMFpezrQQAzewZIds7dcXqBmbW4gJquA6ac57rPA9WAtsBBoDXQ/ox10p1zBWZWDxgA/K+ZtXHOPevVdjMwBvgVcANwGLgCuAP48ALqFhEJO7oCLiISfpYQCNydvM9XAJ8B689o2+ic2xHsYswsAugLTDvPTboBbzvn9jvnTjnn1jnn3ittRefcHufcOOAh4Ekzq2tmBvwV+L1z7lXn3EFvP3Occz+9GOckIuInBXARkTDjnDsOLAau9JquBOYC885o+/zsrYOiO7DJObfnPNdfBPzBzO42s5Tz3GYygd/KdgdSgaZAqaFdRKSiUwAXEQlPc/hX2L6CQACfe0bbnBLrLzOzAyVe/S7gWHtKbgvcdsbyCxl+AvAz4C3gUSDPzArMbEB5GzjnTgB7gDpAXa955wUcU0SkwlAAFxEJT58Dvc2sDlDfObcBWAD08tra8/0r4F2cc7VKvKZfwLHqldwWePuM5QP5VwA/SWB4zJmigRMAzrnvnHP/5ZzrSiBMTwTe9eoulZlFA/WBfcBer7nRBZyDiEiFoQAuIhKeFgLxwE+B+QDOuUPADq9th3Nuc7CLMLOGBILwMq9pK1DPzKqXWMeA5sCXZ27v1fxfBG7KTCrnUIMJhPscAmPdtwE3XYRTEBEJOwrgIiJhyDn3HbCUwCwgc0ssmue1hWr89wBgmnPOeXVtJTA+/U9mVt3MqgCPE7j6vQjAzJ42s25mFmNmscDPgQMEgvX3mFkdM7sdeAH4k3Nur3esXwFPe+PIa5pZhJn1NrNRwT9lEZHgUgAXEQlfc4AGBEL3aXO9tjMD+Ioz5gH/n4tUQ2njv2/1aigAtgNXA9c55456yx3wGoEx3TsIzKBynXPuyJn1evu4D/ilc+43pxd6s6bcCtzj7WMX8ByBmzVFRCo08y5qiIiIfI/3gJ6vgJbeUBIREbkIgn4F3MwizewLM/vY+5xkZou9u+InmFmM117F+1zgLW9RYh9Peu3rS97Zb2b9vbaCkk9ZExGRi6IO8LTCt4jIxRWKISg/B9aW+Pwn4HnnXDKwH7jXa78X2O+1P++th5mlAcOAdkB/4EUv1EcSGDM4AEgDhnvriojIReCc2+2ce8nvOkRELjVBDeBmlkhg/OCr3mcD+vCvhyuMBYZ47wd7n/GWX+2tPxgY75w75t3xX0DgQQ3dgQLn3CbvoRXjvXVFRERERMJWsK+A/w/wH8Ap73Nd4IBz7qT3uRBo4r1vQmDaKbzlB731i9vP2KasdhERERGRsBUVrB2b2fXAbudcrpllBus451nL/cD9AHFxcV2bNm0a8hpOnTpFRIQmnQk36pfwc6n0yfHjxzl27BixsbFER5f23JqK41Lpk0uN+iX8qE/Ck1/9kp+fv8c5V7+0ZUEL4MDlwCAzGwjEAjWBvwG1zCzKu8qdSGAKK7yvTYFC7877eAJPQzvdflrJbcpq/x7n3ChgFEBGRoZbunTpjz+7C5SdnU1mZmbIjyvlU7+En0ulT5xzvPPOO2zcuJFbbrmF1NRUv0v6wS6VPrnUqF/Cj/okPPnVL2Z21sPJTgvafwecc0865xKdcy0I3EQ52zl3O/AZcLO32gj+Nafrh95nvOWzvYcxfAgM82ZJSQJSCDwpbQmQ4s2qEuMd48NgnY+IyIUwM4YMGUK1atWYPHkyhw5pIhEREQnw4/ckvwZ+ZWYFBMZ4j/baRwN1vfZfAU8AOOfWABOBPGAa8Ihzrsi7gv4oMJ3ALCsTvXVFRMJC1apVGTZsGEVFRUycOJGTJ0+eeyMREbnkBXMISjHnXDaQ7b3fRGAGkzPXOQoMLWP7PwB/KKV9Cmc/oU1EJGw0btyYIUOGMHHiRCZNmsTQoaX+NSciIpVISAK4iEhl1rZtW7p06cKyZctYvHgxPXr08LskCaITJ05QWFjI0aNHg3qc+Ph41q5de+4VJWTUJ+Ep2P0SGxtLYmLiBd1wrwAuIhICAwcOZP/+/cyYMYPGjRvjx2xMEhqFhYXUqFGDFi1aEHicRXAcPnyYGjVqBG3/cuHUJ+EpmP3inGPv3r0UFhaSlJR03ttprhwRkRCIjIxk6NChxMfHM2HCBPbs2eN3SRIkR48epW7dukEN3yISHsyMunXrXvBvvBTARURCJC4ujltuuYXjx4/zzjvvcPz4cb9LkiBR+BapPH7Iz7sCuIhICDVs2JBBgwaxf/9+Jk2aRGC2VZGLZ8uWLcTFxdGpU6dy1zt27Bi33norycnJ9OjRgy1btpS63siRI2nSpAnHjh0DYM+ePbRo0eLiFg08/vjjNGzYkL/85S8Xfd+n3X777aSmptK+fXvuueceTpw4AQSGETz22GMkJyfTsWNHli1bVrzN2LFjSUlJISUlhbFjxxa35+bm0qFDB5KTk3nsscdK/Vkub79leeqpp2jatCnVq1c/a9nOnTu59tprf8ipFzvffp82bRqpqakkJyfzxz/+8Zz7HTlyJO+9994F1/PWW2/RsWNHOnToQK9evVixYsU5a9i8eTM9evQgOTmZW2+9tfhiRnnn9t///d8kJyeTmprK9OnTL+g8z/d7diEUwEVEQqx9+/Zce+21rFu3jmnTpvldjoSB3YeOcsvLC9l9+OLcuNmqVSuWL19e7jqjR4+mdu3aFBQU8Mtf/pJf//rXZa4bGRnJmDFjLkptZfnzn//Mgw8+GNRj3H777axbt45Vq1bx3Xff8eqrrwIwdepUNmzYwIYNGxg1ahQPPfQQAPv27ePZZ59l8eLF5OTk8Oyzz7J//34AHnroIV555ZXi7Ur7WS5rv+W54YYbyMnJKXXZtGnT6Nev3w89feD8+r2oqIhHHnmEqVOnkpeXxzvvvENeXt6POm5ZkpKSmDNnDqtWreLpp5/m/vvvP2cNv/71r/nlL39JQUEBtWvXZvTo0eWe27p16xg/fjxr1qxh2rRpPPzwwxQVFZ33eV7Iz8r5UgAXEfFBjx49SEtLIycnBz+ezivh5e+zNrBkyz7+PnNDUPb/xhtv0LFjR9LT07nzzjsBmDx5MiNGBJ5/d/PNNzNr1qwyfyPzi1/8gueff/6sueydczz++OO0b9+eDh06MGHCBOBfTx68+eabadOmDbfffnvxvnNzc7nqqqvo2rUr/fr1Y+fOnRd0Ls888wx33nknl112GSkpKbzyyivnve3AgQMxM8yM7t27U1hYWPy9uOuuuzAzevbsyYEDB9i5cyfTp0+nb9++1KlTh9q1a9O3b1+mTZvGzp07OXToED179sTMuOuuu/jggw/OOl5Z+y1Pz549adSoUanLpk2bxoABA8jOzubKK6/kuuuuIzU1lQcffJBTp06d1/fgfPo9JyeH5ORkWrZsSUxMDMOGDWPy5Mml7a5UTz/9NCNHjqSoqOic6/bq1YvatWsDgXM/3Sdl1eCcY/bs2dx8c+CZjiNGjCj+3pd1bp988gnDhg2jSpUqJCUlkZycTE5Oznmf54X8rJwvzYIiIuKD00/KPHToENOmTSMhIUEzo1yCnv1oDXk7yn4Kas6WfZT8d/zNxVt5c/FWzKB7izqlbpPWuCa/vaHdedewZs0annvuORYsWEC9evXYt28fANu3by/+MxcVFUV8fDx79+6lXr16Z+2jWbNm9O7dm3HjxnHDDTcUt7///vssX76cFStWsGfPHrp168aVV14JwBdffMGaNWto3Lgxl19+OfPnz6dHjx787Gc/Y/LkydSvX58JEybw1FNPlXp1/Te/+Q0ZGRkMGjTorGUrV65k0aJFfPPNN3Tu3JnrrruOGjVqcMUVV5T6PXj77bdJS0sr/nzixAnGjRvH3/72t7O+FwCJiYls37693PbExMSz2s9U1vZlBezyFBUVsX79etLS0ti9ezc5OTnk5eXRvHlz+vfvz/vvv8/NN9/Mrbfeyvr168/a/le/+hV33XXXefV7aXUvXrz4vOp8/PHHOXz4MK+99hpmxi9/+Us+++yzs9YbNmwYTzzxxPfaRo8ezYABA8qtYe/evdSqVYuoqKji9tPf+7LObceOHcV/Ls/c5nzO80J+Vs6XAriIiE+io6MZPnw4r776KuPHj2fkyJHUr1/f77IkhDol1mLrvm/Z/+1xTjmIMKhdNYZmdapetGPMnj2boUOHFoeFOnVKD/bn8uSTTzJ48GCuu+664rZ58+YxfPhwIiMjSUhI4KqrrmLJkiXUrFmT7t27F4fUTp06sWXLFmrVqsXq1avp27cvEAiVZYXR3/3ud2XWMnjwYOLi4oiLiyMrK4ucnByGDBlyzmE3pz388MNceeWVZQb2cHTmMwS6d+9Oy5YtARg+fDjz5s3j5ptvLv4thB9+//vf06NHD0aNGlXc9vzzz5/Xtp999hmjR49m3rx5wSovrCiAi4j4qGrVqgwfPpxXXnmFt99+mwceeIDY2Fi/y5KL5HyuVD81aRVv52ylSlQEx4tOMaB9Q567sUPQa2vSpAnbtm0jMTGRkydPcvDgQerWrcvdd9/NF198QePGjZky5V8Pm05JSaFTp05MnDjxvPZfpUqV4veRkZGcPHkS5xzt2rVj4cKFP6r2M2edMDMOHz58XlfAn332Wb7++mtefvnl4uWnvxenFRYW0qRJE5o0aUJ2dvb32jMzM2nSpEnxUImS65+prP3+EFOnTqV///7Fn0v7HgDnvAJeVr9fjLq7detGbm4u+/btK/6P3vlcAV+5ciX33XcfU6dOLa6lrBrq1q3LgQMHOHnyJFFRUd+rraxza9y4cZnncz7neT7fswulMeAiIj6rX78+gwcP5tChQ7z77rvnNW5SLh17jhzj9h7NmfTw5dzeozlfHzl2Ufffp08f3n33Xfbu3QtQPARl0KBBxbN6vPfee/Tp0wcz47XXXmP58uXfC9+nPfXUU9+bpeSKK65gwoQJFBUV8fXXX/P555/TvXv3MmtJTU3l66+/Lg7gJ06cYM2aNRd8TpMnT+bo0aPs3buX7OxsunXrRo0aNVi+fHmpr9Ph+9VXX2X69Om88847RET8KwINGjSIN954A+ccixYtIj4+nkaNGtGvXz9mzJjB/v37ix+k1a9fPxo1akTNmjVZtGgRzjneeOMNBg8efFadZe0XoE2bNhd0zrNmzeKaa64p/pyTk8PmzZs5deoUEyZMoHfv3gBMmDCh1O/BXXfdVVxTaf1eUrdu3diwYQObN2/m+PHjjB8/vngo0JNPPsmkSZNKrbF///488cQTXHfddRw+fBgIXAEvrZ7T4Xvr1q385Cc/Ydy4cbRu3fqcNZgZWVlZxTOujB07tvh7X9a5DRw4kPHjx3Ps2DE2b97Mhg0b6N69e7nnWdL5fM8ulK6Ai4iEgXbt2nH8+HE+/PBDJk2axE9+8pPvBQS5dL18Z0bx++eGtL/o+2/Xrh1PPfUUV111FZGRkXTu3JnXX3+de++9lzvvvJPk5GTq1KnD+PHjz2tfXbp0KZ5O78Ybb2ThwoWkp6djZvzf//t/adiwIevWrSt1+5iYGN577z0ee+wxDh48yMmTJ/nFL35Bu3Zn/6agvDHgHTt2JCsriz179vD000/TuHHj8/pePPjggzRv3pzLLrsMgJ/85Cf85je/YeDAgUyZMoXk5GSqVq3Ka6+9BgSG6zz99NN069atuKbTV3ZffPFFRo4cyXfffceAAQMYMGAAR44c4R//+Efxscra7549e8q8ie8//uM/ePvtt/n2229JTEzkvvvu45FHHiE2NvZ7T3Ps1q0bjz76KAUFBWRlZXHjjTee1/egrH7fsWMH9913H1OmTCEqKor//d//pV+/fhQVFXHPPfcU99GqVatK7ZPThg4dyuHDhxk0aBBTpkwhLi6u3Hp+97vfsXfvXh5++GEgMMZ66dKl5dbwpz/9iWHDhvGf//mfdO7cmXvvvbfcc2vbti233HILaWlpREVF8cILLxAZGQlQ5jFK/vn7IT8r52KVbQ7ajIwM58eMA6fvCJfwon4JP5W9T2bMmMHChQvp0aPH937d7KfK3icXau3atbRt2zboxynr8dpbtmzh+uuvZ/Xq1UGv4WJ75plnqF69Ov/+7//+o9bxy/k+8vzjjz9m06ZNPPbYY+e13zfffJPCwsLiq8bZ2dn85S9/4eOPP/5R9f4Q/fr1+9482hVBMB9Ff1ppP/dmluucyyhtfV0BFxEJI9dccw0HDhxg8eLFNGzY8JwPUxE5U2RkJAcPHqRTp07nfVNiOHj88ceZNGkS//Zv/+Z3KUF3/fXXX9D6d9xxR5AquXAVLXyHKwVwEZEwEhERwU033cTbb7/NRx99RExMzPemTxM5l6ZNm37vxrKK4s9//jN//vOfz7neM888E/xiwlxmZqZ+K1XBaYChiEiYiYyMZOjQocTHxzNp0iR27Njhd0kiInIRKYCLiISh2NhYbr/9dmJjYxk/fjwHDx70uyS5AJXt/iqRyuyH/LwrgIuIhKm6detyxx13cPz4cd544w0OHSr7iYoSPmJjY9m7d69CuEgl4Jxj7969F/z8Bo0BFxEJYwkJCdx66628+eabjBs3jp/+9KfExMT4XZaUIzExkcLCQr7++uugHufo0aN6aFOYUZ+Ep2D3S2xsbPFTX8+XAriISJhLSkpi0KBBTJ48mQkTJnDbbbcVz2Er4Sc6OpqkpKSgHyc7O5vOnTsH/Thy/tQn4Skc+0VDUEREKoD09HQGDRrEpk2bmDBhAqdOnfK7JBER+YEUwEVEKohOnTpxxRVXsGHDBj766CONMRYRqaA0BEVEpALp06cP3333HUuXLqVWrVpcddVVfpckIiIXSAFcRKSCGThwICdOnCA7O5uioiL69Onjd0kiInIBFMBFRCoYM2PQoEEcPHiQuXPnUqNGDbp16+Z3WSIicp40BlxEpAKKiIjgtttuo2XLlkyZMoWVK1f6XZKIiJwnBXARkQoqOjqaYcOG0aJFCz744ANyc3P9LklERM6DAriISAUWHR3NrbfeSt26dZkyZQobNmzwuyQRETkHBXARkQouNjaWkSNH0qBBAyZOnMiWLVv8LklERMqhAC4icgmoVq0ad955J7Vq1eKtt95i/fr1fpckIiJlUAAXEblEVK1aldtuu424uDj++c9/snXrVr9LEhGRUiiAi4hcQmrXrs29995LzZo1efPNNzUcRUQkDAUtgJtZrJnlmNkKM1tjZs967a+b2WYzW+69OnntZmZ/N7MCM1tpZl1K7GuEmW3wXiNKtHc1s1XeNn83MwvW+YiIVBTx8fGMGDGCGjVq8NZbb5Gfn+93SSIiUkIwr4AfA/o459KBTkB/M+vpLXvcOdfJey332gYAKd7rfuAlADOrA/wW6AF0B35rZrW9bV4Cflpiu/5BPB8RkQqjRo0a3HHHHVStWpX33ntPw1FERMJI0AK4CzjifYz2Xq6cTQYDb3jbLQJqmVkjoB/wqXNun3NuP/ApgTDfCKjpnFvknHPAG8CQYJ2PiEhFU7t2be67777i4SgbN270uyQREQEskF2DtHOzSCAXSAZecM792sxeBy4jcIV8FvCEc+6YmX0M/NE5N8/bdhbwayATiHXOPee1Pw18B2R761/jtV8B/No5d30pddxP4Ko6CQkJXcePHx+0cy7LkSNHqF69esiPK+VTv4Qf9cnFd+zYMVatWsXRo0dJT0+nRo0aF7S9+iQ8qV/Cj/okPPnVL1lZWbnOuYzSlkUF88DOuSKgk5nVAiaZWXvgSeArIAYYRSBk/y7IdYzyjkVGRobLzMwM5uFKlZ2djR/HlfKpX8KP+iQ4unfvzhtvvMGqVau47bbbaNGixXlvqz4JT+qX8KM+CU/h2C8hmQXFOXcA+Azo75zb6Q0zOQa8RmBcN8B2oGmJzRK9tvLaE0tpFxGRM5yeHSU+Pp633nqLVatW+V2SiEilFcxZUOp7V74xszigL7DOG7uNN2PJEGC1t8mHwF3ebCg9gYPOuZ3AdOBaM6vt3Xx5LTDdW3bIzHp6+7oLmBys8xERqeiqV6/OyJEjiY+PZ9KkSaxevfrcG4mIyEUXzCEojYCx3jjwCGCic+5jM5ttZvUBA5YDD3rrTwEGAgXAt8DdAM65fWb2e2CJt97vnHP7vPcPA68DccBU7yUiImWoVq0ad999N2+//Tbvv/8+RUVFpKen+12WiEilErQA7pxbCXQupb1PGes74JEylo0BxpTSvhRo/+MqFRGpXKpVq8aIESMYP348H3zwAfv37w+78ZEiIpcyPQlTRKQSiomJ4bbbbqNp06bMmTOHefPm+V2SiEiloQAuIlJJRUVFcdddd5GWlsasWbOYPXs2p06d8rssEZFLXlCnIRQRkfAWFRXFTTfdRJUqVZg7dy779+/nxhtvJCJC12dERIJFAVxEpJKLiIjg+uuv5+TJk8XTEw4ePJioKP0TISISDPrbVUREiIiIYMiQITRo0IBZs2Zx5MgRhg4dStWqVf0uTUTkkqPfMYqICBAI4b1792bQoEF8+eWXjBkzhiNHjvhdlojIJUcBXEREvqdz584MHjyYgwcPMmbMGL777ju/SxIRuaQogIuIyFnS09MZMWIER48eZfny5WzevNnvkkRELhkK4CIiUqrExERGjBhBZGQk77zzDps2bfK7JBGRS4ICuIiIlCkhIYH09HRq1arFW2+9xfLly/0uSUSkwlMAFxGRclWpUoW7776bZs2aMXnyZD755BOcc36XJSJSYSmAi4jIOcXFxXHbbbeRkpLC0qVL+eCDDzh58qTfZYmIVEgK4CIicl6io6MZPnw4WVlZrFy5krFjx3L48GG/yxIRqXAUwEVE5LyZGVdeeSVDhgxhx44djB49mn379vldlohIhaIALiIiFyw9PZ1bbrmF48ePM3r0aLZt2+Z3SSIiFYYCuIiI/CCpqance++9xMbGMnbsWBYvXux3SSIiFYICuIiI/GB169Zl5MiR1K1bl2nTpjFr1izNkCIicg4K4CIi8qPUqFGD++67jy5dujBv3jzeeecdvv32W7/LEhEJWwrgIiLyo0VHR3P99dfTv39/CgoKeOWVV9i/f7/fZYmIhCUFcBERuSjMjB49enDTTTdx9OhRXnnlFbZs2eJ3WSIiYUcBXERELqp27drx05/+lGrVqjFu3DjmzJnjd0kiImFFAVxERC66OnXqcM8999C4cWOys7P5+OOPKSoq8rssEZGwoAAuIiJBERcXx8iRI+nVqxe5ubm89tpremiPiAgK4CIiEkSRkZH07duXoUOHsmvXLkaNGsXmzZv9LktExFcK4CIiEnRpaWmMGDGCqlWrMm7cOBYuXKj5wkWk0lIAFxGRkEhMTOSBBx4gNTWVGTNmMG7cOI4ePep3WSIiIacALiIiIVOlShVuueUWLrvsMrZs2cKYMWPYu3ev32WJiISUAriIiISUmXHttddy++23c+TIEV555RVyc3P9LktEJGQUwEVExBetWrXigQceoFatWnz88cd89NFHnDx50u+yRESCTgFcRER8Ex8fz7333kuXLl1YtmyZhqSISKWgAC4iIr6Kjo7mhhtu4NZbb2Xfvn28/PLLLFu2zO+yRESCRgFcRETCQps2bbjnnnuIj4/no48+YurUqRqSIiKXpKAFcDOLNbMcM1thZmvM7FmvPcnMFptZgZlNMLMYr72K97nAW96ixL6e9NrXm1m/Eu39vbYCM3siWOciIiKh0aBBAx588EF69OhBTk4Oo0aN4quvvvK7LBGRiyqYV8CPAX2cc+lAJ6C/mfUE/gQ875xLBvYD93rr3wvs99qf99bDzNKAYUA7oD/woplFmlkk8AIwAEgDhnvriohIBRYZGUn//v256aabOHDgAGPGjGHFihV6cI+IXDKCFsBdwBHvY7T3ckAf4D2vfSwwxHs/2PuMt/xqMzOvfbxz7phzbjNQAHT3XgXOuU3OuePAeG9dERG5BLRv357777+fRo0a8cEHH/Dee+/xzTff+F2WiMiPFhXMnXtXqXOBZAJXqzcCB5xzpwf1FQJNvPdNgG0AzrmTZnYQqOu1Lyqx25LbbDujvUcZddwP3A+QkJBAdnb2jzqvH+LIkSO+HFfKp34JP+qT8ON3n7Ro0YKIiAjWrl3Lli1baN26NfHx8b7VEy787hc5m/okPIVjvwQ1gDvnioBOZlYLmAS0CebxyqljFDAKICMjw2VmZoa8huzsbPw4rpRP/RJ+1CfhJ1z6pKCggI8//pgVK1ZwxRVXcOWVVxIZGel3Wb4Jl36Rf1GfhKdw7JeQzILinDsAfAZcBtQys9PBPxHY7r3fDjQF8JbHA3tLtp+xTVntIiJyCUpOTuahhx6iQ4cOfP7557z88suaM1xEKqRgzoJS37vyjZnFAX2BtQSC+M3eaiOAyd77D73PeMtnu8AdNx8Cw7xZUpKAFCAHWAKkeLOqxBC4UfPDYJ2PiIj4r0qVKtx4443069ePAwcO8Morr7Bq1Sq/yxIRuSDBHILSCBjrjQOPACY65z42szxgvJk9B3wBjPbWHw2MM7MCYB+BQI1zbo2ZTQTygJPAI97QFszsUWA6EAmMcc6tCeL5iIhImOjZsyepqalMmjSJ999/ny+++IIhQ4ZQs2ZNv0sTETmnoAVw59xKoHMp7ZsIzGByZvtRYGgZ+/oD8IdS2qcAU350sSIiUuHUrl2bkSNHMnv2bBYsWMCoUaO44YYbSE1N9bs0EZFy6UmYIiJSYUVERHDNNddw3333Ub16dcaPH8+7777Lt99+63dpIiJlUgAXEZEKr3Hjxtx333306tWLvLw8XnrpJTZv3ux3WSIipVIAFxGRS0JUVBR9+/bl9ttvJyYmhjfeeINPPvmEY8eO+V2aiMj3KICLiMglJTk5mQcffJDu3buzdOlSXnjhBbZu3ep3WSIixRTARUTkkhMdHc2AAQMYOnQoZsZrr73G1KlTOXr0qN+liYgE90mYIiIifkpLS6NVq1bMmjWLnJwcVq9ezQ033ECbNr48mFlEBNAVcBERucRVqVKFgQMHMnz4cKKjo5kwYQKTJ0/WTCki4htdARcRkUqhdevWtGzZkjlz5jB//nzWr1/PNddcQ5cuXfwuTUQqGV0BFxGRSiMqKoqrr76akSNHEhsby0cffcTEiRM5cuSI36WJSCWiK+AiIlLpNGvWjIcffpiFCxcyZ84cNm3aRK9evejduzcREbo2JSLBpb9lRESkUoqKiuKKK67ggQceoFatWnz22We8/vrr7Nq1y+/SROQSpwAuIiKVWv369bn//vu54YYb2LNnD6NGjWLy5MmaslBEgkZDUEREpNKLiIigS5cutGnThk8++YTly5ezadMmrrvuOlq3bu13eSJyidEVcBEREU/VqlUZOnQod9xxB1WqVOGdd95h3Lhx7N271+/SROQSogAuIiJyhlatWvHAAw+QmZnJli1bePnll1mwYAFFRUV+lyYilwANQRERESlFZGQkV111FW3atGHmzJl8+umnLFu2jKysLNq1a+d3eSJSgekKuIiISDkSEhK47bbbGDZsGMePH+e9995jwoQJHDhwwO/SRKSC0hVwERGRczAzUlNTSUpKYt68eSxcuJCCggIyMjLIysoiJibG7xJFpAJRABcRETlPMTEx9OnTh65duzJ16lQWLVpEXl4eAwcOpHXr1piZ3yWKSAWgISgiIiIXKD4+nmHDhjF06FCqVKnC+PHjGTduHIWFhX6XJiIVgK6Ai4iI/EBpaWmkpqaSk5PDZ599xpgxY8jIyCAzM5OqVav6XZ6IhCkFcBERkR8hMjKSyy67jLS0NObMmcPSpUtZuXIlGRkZXHnllRofLiJn0RAUERGRiyA+Pp5Bgwbx0EMP0ahRI+bPn8+LL75IXl4ezjm/yxORMKIALiIichHVr1+fESNGcPPNNxMTE8O7777L6NGj2bRpk9+liUiY0BAUERGRIGjXrh1t27Zl2bJlzJw5k3HjxtGxY0euvvpqatas6Xd5IuIjBXAREZEgiYiIICMjg7S0NObNm0dOTg55eXm0b9+eq6++murVq/tdooj4QAFcREQkyKpWrcq1115L9+7dmT59OsuXL2ft2rVcccUVdO/enejoaL9LFJEQUgAXEREJkVq1anHrrbeyfft25syZw8yZM1m4cCE9evTg8ssvJyJCt2aJVAb6SRcREQmxJk2acNtttzFixAji4uKYPXs2L730EmvXrtWMKSKVgAK4iIiIT1q0aMFDDz3E0KFDAZg4cSIvvvgiGzZs8LkyEQkmDUERERHxUUREBGlpabRp04ZFixYxb9483n77bVq1akVmZiaJiYl+lygiF5kCuIiISBiIiIigV69eZGRksGTJEubPn8/o0aNp1qwZAwYMoGHDhn6XKCIXSdCGoJhZUzP7zMzyzGyNmf3ca3/GzLab2XLvNbDENk+aWYGZrTezfiXa+3ttBWb2RIn2JDNb7LVPMDM971dERCq0mJgYLr/8ch577DG6d+/Orl27ePnll5k4cSKFhYV+lyciF0Ewr4CfBP7NObfMzGoAuWb2qbfseefcX0qubGZpwDCgHdAYmGlmrb3FLwB9gUJgiZl96JzLA/7k7Wu8mf0DuBd4KYjnJCIiEhKxsbEMGDCArKwsFi1axMKFC1m7di2pqalcc801fpcnIj9C0K6AO+d2OueWee8PA2uBJuVsMhgY75w75pzbDBQA3b1XgXNuk3PuODAeGGxmBvQB3vO2HwsMCcrJiIiI+CQ2NpbMzEweffRROnfuzKZNm3jxxRdZv349X331ld/licgPYKGY7sjMWgCfA+2BXwEjgUPAUgJXyfeb2f8Ci5xzb3rbjAamervo75y7z2u/E+gBPOOtn+y1NwWmOufal3L8+4H7ARISErqOHz8+OCdajiNHjuiJZ2FI/RJ+1CfhR30SXo4fP862bdvYsWMHzjkaNGhAs2bNqFq1qt+lVXr6WQlPfvVLVlZWrnMuo7RlQb8J08yqA/8EfuGcO2RmLwG/B5z39f8B9wSzBufcKGAUQEZGhsvMzAzm4UqVnZ2NH8eV8qlfwo/6JPyoT8LTjBkzOH78OCtWrGD37t20bNlSs6b4TD8r4Skc+yWoAdzMogmE77ecc+8DOOd2lVj+CvCx93E70LTE5oleG2W07wVqmVmUc+7kGeuLiIhc0mJiYrj22mvJyspi7ty55ObmMnr0aNq2bUvv3r1p3Lix3yWKSBmCFsC9MdqjgbXOub+WaG/knNvpfbwRWO29/xB428z+SuAmzBQgBzAgxcySCATsYcBtzjlnZp8BNxMYFz4CmBys8xEREQlH1apVo3///vTq1Yvc3FwWL17M2rVrSUxMpG/fvjRr1szvEkXkDMG8An45cCewysyWe23/BxhuZp0IDEHZAjwA4JxbY2YTgTwCM6g84pwrAjCzR4HpQCQwxjm3xtvfr4HxZvYc8AWBwC8iIlLp1KxZk6ysLC677DLmzJnDF198wWuvvUbLli257LLLaNmyJRERegC2SDgIWgB3zs0jcPX6TFPK2eYPwB9KaZ9S2nbOuU0EZkkRERERArOm9OvXj6ysLJYuXcqCBQt46623aNCgAVlZWaSmphL4JbWI+EVPwhQREbkExcTE0KtXL7p27crChQtZvnw5EyZMoE6dOnTq1IkePXoQE6Pn14n4QQFcRETkElalShUyMzO58sorycvLY86cOcyePZucnBx69uxJ165diY2N9btMkUpFAVxERKQSiIiIoH379qSlpZGfn8+SJUuYOXMmc+bMoV27dvTp04caNWr4XaZIpaAALiIiUolERETQpk0b2rRpw44dO5g5cyYrVqxg1apVdOzYkW7dutGoUSO/yxS5pCmAi4iIVFKNGzfmrrvuYt++fcXjxL/44gtatGjBFVdcQVJSkm7YFAkCBXAREZFKrk6dOlx33XX07t2befPmsXbtWsaNG0e9evVIT0+ne/fuumFT5CJSABcREREA4uPjue666+jXrx+rV69m7ty5zJo1i4ULF5KRkUFGRobGiYtcBArgIiIi8j1RUVF06tSJjh07snHjRpYuXcrnn3/OvHnzSE5OJisri4YNG/pdpkiFpQAuIiIipYqIiCAlJYWUlBS+/vprsrOzyc/PJz8/n+bNm5Oenk7Hjh2JjIz0u1SRCkUBXERERM6pfv36DB06lO+++45ly5axePFiPvzwQ7Kzs+nWrRtdunShatWqfpcpUiEogIuIiMh5i4uL4/LLL6dnz54sX76c1atXM2vWLLKzs0lKSuLKK6+kadOmfpcpEtYUwEVEROSCRUZG0rVrV7p27cru3buZO3cu69ato6CggMaNG5Oenk56ejpVqlTxu1SRsKMALiIiIj9KgwYNuOmmmzh69CgrV65kyZIlTJ06ldmzZ9O1a1cyMjKoXbu232WKhA0FcBEREbkoYmNj6d69OxkZGaxbt44VK1awcOFCFixYQGJiIj169CAtLY2IiAi/SxXxlQK4iIiIXFQRERGkpaWRlpbGoUOHip+y+c9//pMZM2bQsWNH0tPTqV+/vt+livhCAVxERESCpmbNmvTr14+rr76agoICcnNzmT9/PvPnzyc5OZmuXbuSkpKiqQylUlEAFxERkaCLioqiTZs2tGnThq+//prc3Fzy8vKYMGECVatWpW3btlx++eUaKy6VggK4iIiIhFT9+vXp378/1157Lfn5+cyfP59ly5aRm5tLy5YtSUtLo2PHjkRHR/tdqkhQKICLiIiILyIiIoqvih88eJDly5eTm5vLxx9/zKxZs+jUqRPp6ekkJCT4XarIRaUALiIiIr6Lj4/nqquuonfv3qxevZq1a9eyePFiFi5cSJ06dejWrRvp6enExcX5XarIj6YALiIiImEjMjKy+CE+33zzDUuWLGHlypVMnz6dmTNn0qpVK9q1a0f79u01naFUWArgIiIiEpaqVatGZmYmmZmZfPXVV3zxxResWLGC/Px8Zs6cSceOHWnfvj0NGzb0u1SRC6IALiIiImGvYcOGDBgwgGuuuYZ169axevVqFixYwPz580lISCAjI4P27dsTGxvrd6ki51RuADezOwBzzo07o/1OoMg593YwixMREREpKTo6mg4dOtChQwcOHjxITk4O69ev55NPPmHatGkkJibSpUsX0tLSiIrSdUYJT+f6k/kz4OpS2t8HPgcUwEVERMQX8fHx9O3bl2uuuYadO3eSm5vLmjVrmDRpElOnTiU1NZU2bdrQunVrjReXsHKuAB7tnDtyZqNz7hsz0+ScIiIi4jszo3HjxjRu3JiBAweyefNmVq1axZo1a1ixYgXx8fF06NCBdu3aaby4hIVzBfA4M6vmnPumZKOZ1QBigleWiIiIyIWLjIwkOTmZ5ORkBgwYwOrVq1m/fj3z589n3rx51KlTh65du9KhQwdq1Kjhd7lSSZ0rgI8G3jOzB51zXwKYWQvgBW+ZiIiISFiKjY0lIyODjIwMjhw5Qk5ODvn5+Xz66ad8+umnNGzYkPbt29O5c2eqVq3qd7lSiZQbwJ1zfzGzI8DnZlYdMOAw8Efn3EuhKFBERETkx6pevTp9+vShT58+7N27l+XLl7NixQpmzpzJrFmzSEpKIikpiU6dOlG9enW/y5VL3DlvD3bO/QP4hzfsBOfc4aBXJSIiIhIkdevW5eqrryYrK4tdu3aRl5fHqlWr2LRpE5999hmtWrWibdu2pKam6sq4BMU5A7iZpQL3A228z2uBUc65/CDXJiIiIhI0ERERNGrUiEaNGpGVlcWWLVsoKCggLy+PDRs2EBERQUpKCu3bt6d169bExOj2N7k4zjUP+GUEphwc5b0M6Axkm9lPnHOLytm2KfAGkAA4AqH9b2ZWB5gAtAC2ALc45/abmQF/AwYC3wIjnXPLvH2NAP7T2/VzzrmxXntX4HUgDpgC/Nw55y7weyAiIiKVXEREBC1btqRly5b07duXjRs3snr1ajZu3Mj69euJjIykWbNmZGRkkJycrDAuP8q5roD/BhjunMsu0faBmc0GfgsMKGfbk8C/OeeWecNXcs3sU2AkMMs590czewJ4Avi1t68U79UDeAno4QX23wIZBIJ8rpl96Jzb763zU2AxgQDeH5h6vicvIiIiciYzK55J5dSpU2zdupUlS5awadMm3n33XaKiokhMTKRNmzakp6cTGxvL7kNH+a/F35HW9SgNauhpnFK+cwXwVmeEbwCcc3PMbFR5GzrndgI7vfeHvaErTYDBQKa32lggm0AAHwy84V3BXmRmtcyskbfup865fQBeiO9vZtlAzdNX4c3sDWAICuAiIiJykURERNCiRQtatGjBqVOn+PLLL8nLy2PNmjVs2bKFGTNmkJSUxOxDDdiw/xR/n7mB527s4HfZEubOFcDLu+Hym3KWfY83dWFnAleqE7xwDvAVgSEqEAjn20psVui1lddeWEq7iIiIyEUXERFRPFvKgAEDKCws5Op/rOLEaoATALy5eCtvLt5KTKSR/4eBvtYr4etcAbypmf29lHbjPMOuN33hP4FfOOcOBYZ6BzjnnJkFfcy2md1P4EZSEhISyM7ODvYhz3LkyBFfjivlU7+EH/VJ+FGfhCf1S3j485VxjF93nNzdRZw4BVGcolnkfrpFb+P559dTt25d6tevT1xcnN+lVlrh+LNyrgD+eDnLlp5r597j6v8JvOWce99r3mVmjZxzO70hJru99u1A0xKbJ3pt2/nXkJXT7dlee2Ip65/FOXf6JlIyMjJcZmZmaasFVXZ2Nn4cV8qnfgk/6pPwoz4JT+qX8LHku1Us3rWV6Ag46SJIT0ulT70EvvzySzZv3szmzZuJj4+nffv2tGnThiZNmlDygqQEVzj+rJzrQTxjz2wzs9rAgXPNNuLNajIaWOuc+2uJRR8CI4A/el8nl2h/1MzGE7gJ86AX0qcD/+UdF+Ba4Enn3D4zO2RmPQkMbbkL+P/KP10RERGRi2vPkWPc3qM5rSN2kX8qga8PH6Vfv34AHDhwgGXLlrFx40YWLFjA/PnziYuLo3nz5nTq1ImWLVsSHR3t8xlIqJ1rGsLfABOdc+vMrAqBGxw7ASfN7Dbn3MxyNr8cuBNYZWbLvbb/QyB4TzSze4EvgVu8ZVMITEFYQGAawrsBvKD9e2CJt97vTt+QCTzMv6YhnIpuwBQREZEQe/nODACys/dwV2b77y2rVatW8RM4v/vuOzZs2MDy5cvZuHEj69atIyoqisaNG9OmTRs6dOigp3BWEucagnIr8Hvv/QgCY7/rA60JzGBSZgB3zs3z1i/N1aWs74BHytjXGGBMKe1LgfZnbyEiIiISXuLi4ujYsSMdO3akqKiILVu2sG7dOvLy8pgxYwYzZsygSZMmNG3alA4dOtCoUSMNVblEnSuAHy8x1KQfMN45VwSsNbNzPkVTRERERM4WGRlJq1ataNWqFQMGDGDXrl3k5+ezdu1aFi1axKJFi6hduzbJyck0b96clJQUPfznEnKuEH3MzNoDu4As4N9LLKsatKpEREREKomIiAgaNWpEo0aNuOqqq9i7dy+bNm0iPz+f3NxclixZQnR0NC1btiQpKYlWrVpRr149v8uWH+FcAfznwHsEhp381Tm3GcDMBgJfBLk2ERERkUqnbt261K1bl27dunH06FHWr19PYWEhGzZsYP369QA0aNCA5ORkkpKSaNGiBVFRGphQkZyrty4HXvHeOzP7JbAHmOecGx7UykREREQqudjYWNLT00lPT8c5x44dO8jPz2fbtm0sWrSIBQsWEB0dTUpKSnEgr1Wrlt9lyzmcK4DXKKWtBfCUmT3jnBt/8UsSERERkTOZGU2aNKFJk8CzEI8dO8aaNWvYvHkzX375JXl5eQDUq1ePtm3bkpycTJMmTYiMjPSzbCnFueYBf7a0djOrQ2AGFAVwERERER9UqVKFLl260KVLF5xzfPXVV6xcuZJt27Yxb9485s6dS1RUFM2bNyc1NZWWLVtSt25dv8sWzn0FvFTe3NyaF0dEREQkDJhZ8Y2cQPGc42vXrmXHjh1s3LgRgGrVqpGSkkLr1q1JSkoiNjbWz7IrrR8UwM0sC9h/kWsRERERkYug5Jzjzjn27dvH2rVryc/PJy8vj+XLl2Nm1KtXjzZt2pCSkkKTJk2IiIjwu/RK4VxPwlwFnPnI+TrADgKPfhcRERGRMGZm1K1bl969e9O7d2+KioooLCwkLy+PTZs2MXfuXObOnUtMTAwNGzakffv2tGzZkjp16uhBQEFyrivg15/x2QF7nXPfBKkeEREREQmiyMhImjdvTvPmzQH49ttv2bx5M2vWrGHr1q1MmTIFCAxXadKkCWlpaSQlJVGzZk0/y76knOsmzC9DVYiIiIiIhF7VqlVp164d7dq1wznH3r172bx5M3l5eXz55Zfk5+cDULNmTZo1a0bbtm1p0aIFVavqmYw/lGZtFxERERGA4nHh9erVo1u3bjjn2LVrF5s2bWLt2rWsX7+e1atXA1C7dm2SkpJITU2lefPmVKlSxefqKw4FcBEREREplZnRsGFDGjZsSK9evSgqKmLHjh0UFBSQn5/PihUrWLZsWfE48+TkZFq3bk1iYiLR0dF+lx+2FMBFRERE5LxERkbStGlTmjZtSlZWFidOnKCwsJD8/HwKCgpYvHgxixYtIiIigrp165KSkkJSUhLNmjUjJibG7/LDhgK4iIiIiPwg0dHRJCUlkZSURL9+/Th27Bhbt24lPz+fLVu2sHDhQhYsWICZUadOHVq3bk2LFi1o2rQpcXFxfpfvGwVwEREREbkoqlSpQkpKCikpKQAcP36cbdu2sX79erZu3UpOTg4LFy4EAmPIW7duTfPmzWnatCnVq1f3s/SQUgAXERERkaCIiYmhVatWtGrVCoATJ06wfft21q5dy/bt28nNzWXx4sUA1KpVi+TkZJo3b06TJk2oXbu2n6UHlQK4iIiIiIREdHQ0LVq0oEWLFgAUFRUVB/IdO3awcuVKli5dCkD16tVJSkqiadOmNGzYkMaNGxMZGelj9RePAriIiIiI+CIyMpJmzZrRrFkzAE6dOsWOHTtYv349u3fvZvPmzaxatQoIXE1v2rQpiYmJNGjQgJYtWxIbG+tn+T+YAriIiIiIhIWIiAgSExNJTEwEKH4wUH5+Pl9//TU7duxgzpw5QGCKxEaNGtGkSRMaNGhAcnIytWrV8rH686cALiIiIiJhqeSDgU47cuQIGzduZPfu3Wzfvp1ly5ZRVFQEBMaRnw7kKSkpJCQk+FV6uRTARURERKTCqF69Ounp6cWfT5w4wZdffsnu3bvZtm0bmzZtYs2aNXz22WfExMSQkJBAZmamfwWXQgFcRERERCqs6OhokpOTSU5OBgLjyHfv3s2uXbsoLCzk0KFDPld4NgVwEREREblkRERE0LBhQxo2bEh6ejrZ2dl+l3SWCL8LEBERERGpTBTARURERERCSAFcRERERCSEFMBFREREREJIAVxEREREJIQUwEVEREREQkgBXEREREQkhBTARURERERCKGgB3MzGmNluM1tdou0ZM9tuZsu918ASy540swIzW29m/Uq09/faCszsiRLtSWa22GufYGYxwToXEREREZGLJZhXwF8H+pfS/rxzrpP3mgJgZmnAMKCdt82LZhZpZpHAC8AAIA0Y7q0L8CdvX8nAfuDeIJ6LiIiIiMhFEbQA7pz7HNh3nqsPBsY754455zYDBUB371XgnNvknDsOjAcGm5kBfYD3vO3HAkMuZv0iIiIiIsEQ5cMxHzWzu4ClwL855/YDTYBFJdYp9NoAtp3R3gOoCxxwzp0sZf2zmNn9wP0ACQkJZGdnX4TTuDBHjhzx5bhSPvVL+FGfhB/1SXhSv4Qf9Ul4Csd+CXUAfwn4PeC8r/8PuCfYB3XOjQJGAWRkZLjMzMxgH/Is2dnZ+HFcKZ/6JfyoT8KP+iQ8qV/Cj/okPIVjv4Q0gDvndp1+b2avAB97H7cDTUusmui1UUb7XqCWmUV5V8FLri8iIiIiErZCOg2hmTUq8fFG4PQMKR8Cw8ysipklASlADrAESPFmPIkhcKPmh845B3wG3OxtPwKYHIpzEBERERH5MYJ2BdzM3gEygXpmVgj8Fsg0s04EhqBsAR4AcM6tMbOJQB5wEnjEOVfk7edRYDoQCYxxzq3xDvFrYLyZPQd8AYwO1rmIiIiIiFwsQQvgzrnhpTSXGZKdc38A/lBK+xRgSintmwjMkiIiIiIiUmHoSZgiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkJBC+BmNsbMdpvZ6hJtdczsUzPb4H2t7bWbmf3dzArMbKWZdSmxzQhv/Q1mNqJEe1czW+Vt83czs2Cdi4iIiIjIxRLMK+CvA/3PaHsCmOWcSwFmeZ8BBgAp3ut+4CUIBHbgt0APoDvw29Oh3VvnpyW2O/NYIiIiIiJhJ2gB3Dn3ObDvjObBwFjv/VhgSIn2N1zAIqCWmTUC+gGfOuf2Oef2A58C/b1lNZ1zi5xzDnijxL5ERERERMJWVIiPl+Cc2+m9/wpI8N43AbaVWK/QayuvvbCU9lKZ2f0ErqyTkJBAdnb2Dz+DH+jIkSO+HFfKp34JP+qT8KM+CU/ql/CjPglP4dgvoQ7gxZxzzsxciI41ChgFkJGR4TIzM0Nx2O/Jzs7Gj+NK+dQv4Ud9En7UJ+FJ/RJ+1CfhKRz7JdSzoOzyho/gfd3ttW8HmpZYL9FrK689sZR2EREREZGwFuoA/iFweiaTEcDkEu13ebOh9AQOekNVpgPXmllt7+bLa4Hp3rJDZtbTm/3krhL7EhEREREJW0EbgmJm7wCZQD0zKyQwm8kfgYlmdi/wJXCLt/oUYCBQAHwL3A3gnNtnZr8Hlnjr/c45d/rGzocJzLQSB0z1XiIiIiIiYS1oAdw5N7yMRVeXsq4DHiljP2OAMaW0LwXa/5gaRURERERCTU/CFBEREREJIQVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQ8iWAm9kWM1tlZsvNbKnXVsfMPjWzDd7X2l67mdnfzazAzFaaWZcS+xnhrb/BzEb4cS4iIiIiIhfCzyvgWc65Ts65DO/zE8As51wKMMv7DDAASPFe9wMvQSCwA78FegDdgd+eDu0iIiIiIuEqnIagDAbGeu/HAkNKtL/hAhYBtcysEdAP+NQ5t885tx/4FOgf4ppFRERERC6IOedCf1CzzcB+wAEvO+dGmdkB51wtb7kB+51ztczsY+CPzrl53rJZwK+BTCDWOfec1/408J1z7i+lHO9+AlfPSUhI6Dp+/Phgn+JZjhw5QvXq1UN+XCmf+iX8qE/Cj/okPKlfwo/6JDz51S9ZWVm5JUZ6fE9UqIvx9HbObTezBsCnZrau5ELnnDOzi/Y/A+fcKGAUQEZGhsvMzLxYuz5v2dnZ+HFcKZ/6JfyoT8KP+iQ8qV/Cj/okPIVjv/gyBMU5t937uhuYRGAM9y5vaAne193e6tuBpiU2T/TaymoXEREREQlbIQ/gZlbNzGqcfg9cC6wGPgROz2QyApjsvf8QuMubDaUncNA5txOYDlxrZrW9my+v9dpERERERMKWH0NQEoBJgWHeRAFvO+emmdkSYKKZ3Qt8CdzirT8FGAgUAN8CdwM45/aZ2e+BJd56v3PO7QvdaYiIiIiIXLiQB3Dn3CYgvZT2vcDVpbQ74JEy9jUGGHOxaxQRERERCZZwmoZQREREROSSpwAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhpAAuIiIiIhJCCuAiIiIiIiGkAC4iIiIiEkIK4CIiIiIiIaQALiIiIiISQgrgIiIiIiIhVOEDuJn1N7P1ZlZgZk/4XY+IiIiISHkqdAA3s0jgBWAAkAYMN7M0f6sSERERESlbhQ7gQHegwDm3yTl3HBgPDPa5JhERERGRMlX0AN4E2Fbic6HXJiIiIiISlqL8LiAUzOx+4H7v4xEzW+9DGfWAPT4cV8qnfgk/6pPwoz4JT+qX8KM+CU9+9UvzshZU9AC+HWha4nOi1/Y9zrlRwKhQFVUaM1vqnMvwswY5m/ol/KhPwo/6JDypX8KP+iQ8hWO/VPQhKEuAFDNLMrMYYBjwoc81iYiIiIiUqUJfAXfOnTSzR4HpQCQwxjm3xueyRERERETKVKEDOIBzbgowxe86zoOvQ2CkTOqX8KM+CT/qk/Ckfgk/6pPwFHb9Ys45v2sQEREREak0KvoYcBERERGRCkUBPATMrL+ZrTezAjN7wu96Kjsza2pmn5lZnpmtMbOf+12TBJhZpJl9YWYf+12LBJhZLTN7z8zWmdlaM7vM75oqOzP7pfd312oze8fMYv2uqTIyszFmttvMVpdoq2Nmn5rZBu9rbT9rrIzK6Jc/e3+HrTSzSWZWy8cSAQXwoDOzSOAFYACQBgw3szR/q6r0TgL/5pxLA3oCj6hPwsbPgbV+FyHf8zdgmnOuDZCO+sdXZtYEeAzIcM61JzABwTB/q6q0Xgf6n9H2BDDLOZcCzPI+S2i9ztn98inQ3jnXEcgHngx1UWdSAA++7kCBc26Tc+44MB4Y7HNNlZpzbqdzbpn3/jCBQKEnqPrMzBKB64BX/a5FAswsHrgSGA3gnDvunDvga1ECgQkU4swsCqgK7PC5nkrJOfc5sO+M5sHAWO/9WGBIKGuS0vvFOTfDOXfS+7iIwHNjfKUAHnxNgG0lPheisBc2zKwF0BlY7HMpAv8D/Adwyuc65F+SgK+B17yhQa+aWTW/i6rMnHPbgb8AW4GdwEHn3Ax/q5ISEpxzO733XwEJfhYjpboHmOp3EQrgUmmZWXXgn8AvnHOH/K6nMjOz64Hdzrlcv2uR74kCugAvOec6A9+gX6n7yhtTPJjAf44aA9XM7A5/q5LSuMA0c5pqLoyY2VMEhqG+5XctCuDBtx1oWuJzotcmPjKzaALh+y3n3Pt+1yNcDgwysy0Ehmn1MbM3/S1JCPzGrtA5d/o3RO8RCOTin2uAzc65r51zJ4D3gV4+1yT/ssvMGgF4X3f7XI94zGwkcD1wuwuDObgVwINvCZBiZklmFkPgZpkPfa6pUjMzIzCmda1z7q9+1yPgnHvSOZfonGtB4GdktnNOV/V85pz7CthmZqle09VAno8lSWDoSU8zq+r9XXY1ujE2nHwIjPDejwAm+1iLeMysP4EhjoOcc9/6XQ8ogAedN+j/UWA6gb8kJzrn1vhbVaV3OXAngausy73XQL+LEglTPwPeMrOVQCfgv/wtp3LzfhvxHrAMWEXg3/Gwe8pfZWBm7wALgVQzKzSze4E/An3NbAOB31b80c8aK6My+uV/gRrAp96/+f/wtUj0JEwRERERkZDSFXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEakkzOx5M/tFic/TzezVEp//n5n9ysy+KzFF53Izu8vMFnvvt5rZ1yWWtTCzLWZWr8R+Ms3s4xCfnohIhRHldwEiIhIy84FbgP8xswigHlCzxPJewC+Bjc65Tmds+wYUP00uwzn36OkFgefBiIjI+dIVcBGRymMBcJn3vh2wGjhsZrXNrArQFtjnV3EiIpWFroCLiFQSzrkdZnbSzJoRuNq9EGhCIJQfJPBkxeNAKzNbXmLTnznn5p5j95+ZWZH3vjqw7qIWLyJyCVEAFxGpXBYQCN+9gL8SCOC9CATw+d46pQ1BOZcs59weCIwBB/79ItQqInJJ0hAUEZHKZT6BwN2BwBCURQSugPciEM5FRCTIFMBFRCqXBcD1wD7nXJFzbh9Qi0AIVwAXEQkBBXARkcplFYHZTxad0Xbw9BASvDHgJV6PhbxKEZFLmDnn/K5BRERERKTS0BVwEREREZEQUgAXEREREQkhBXARERERkRBSABcRERERCSEFcBERERGREFIAFxEREREJIQVwEREREZEQUgAXEREREQmh/x8McqLHFTLnLAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3594,7 +3642,7 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 312, "id": "985e718d", "metadata": {}, "outputs": [ @@ -3609,48 +3657,48 @@ "\n", "[margp_optimizer] ========== cycle 0 =======>>>\n", "log p0 [-3.3010299956639813, -3.3010299956639813]\n", - "log dp [ 0.02281867 -0.03004231]\n", - "log p [-3.27821133 -3.3310723 ]\n", - "p (0.0005269733761120141, 0.0004665816971063286)\n", + "log dp [-0.03004231 0.02281867]\n", + "log p [-3.3310723 -3.27821133]\n", + "p (0.0004665816971063286, 0.0005269733761120141)\n", "p 0.00, 0.00\n", - "1/p 1,897.63, 2,143.25\n", - "tokens_t ('USDC', 'USDT')\n", - "dtkn 1,742.581, -1,908.902\n", + "1/p 2,143.25, 1,897.63\n", + "tokens_t ('USDT', 'USDC')\n", + "dtkn -1,908.902, 1,742.581\n", "[criterium=3.77e-02, eps=1.0e-06, c/e=4e+04]\n", "<<<========== cycle 0 ======= [margp_optimizer]\n", "\n", "[margp_optimizer] ========== cycle 1 =======>>>\n", - "log p0 [-3.2782113257736367, -3.331072301550902]\n", - "log dp [0.00197844 0.00203564]\n", - "log p [-3.27623289 -3.32903666]\n", - "p (0.0005293794916778223, 0.0004687738067091822)\n", + "log p0 [-3.331072301550902, -3.2782113257736367]\n", + "log dp [0.00203564 0.00197844]\n", + "log p [-3.32903666 -3.27623289]\n", + "p (0.0004687738067091822, 0.0005293794916778223)\n", "p 0.00, 0.00\n", - "1/p 1,889.00, 2,133.22\n", - "tokens_t ('USDC', 'USDT')\n", - "dtkn 43.132, 49.919\n", + "1/p 2,133.22, 1,889.00\n", + "tokens_t ('USDT', 'USDC')\n", + "dtkn 49.919, 43.132\n", "[criterium=2.84e-03, eps=1.0e-06, c/e=3e+03]\n", "<<<========== cycle 1 ======= [margp_optimizer]\n", "\n", "[margp_optimizer] ========== cycle 2 =======>>>\n", - "log p0 [-3.276232887408822, -3.329036663029794]\n", - "log dp [2.18800078e-06 2.23012250e-06]\n", - "log p [-3.2762307 -3.32903443]\n", - "p (0.0005293821587291089, 0.0004687762138908068)\n", + "log p0 [-3.329036663029794, -3.276232887408822]\n", + "log dp [2.23012250e-06 2.18800078e-06]\n", + "log p [-3.32903443 -3.2762307 ]\n", + "p (0.0004687762138908068, 0.0005293821587291089)\n", "p 0.00, 0.00\n", - "1/p 1,888.99, 2,133.21\n", - "tokens_t ('USDC', 'USDT')\n", - "dtkn 0.048, 0.054\n", + "1/p 2,133.21, 1,888.99\n", + "tokens_t ('USDT', 'USDC')\n", + "dtkn 0.054, 0.048\n", "[criterium=3.12e-06, eps=1.0e-06, c/e=3e+00]\n", "<<<========== cycle 2 ======= [margp_optimizer]\n", "\n", "[margp_optimizer] ========== cycle 3 =======>>>\n", - "log p0 [-3.2762306994080452, -3.329034432907297]\n", - "log dp [-1.21938625e-10 -1.24095448e-10]\n", - "log p [-3.2762307 -3.32903443]\n", - "p (0.0005293821585804722, 0.0004687762137568585)\n", + "log p0 [-3.329034432907297, -3.2762306994080452]\n", + "log dp [-1.24095448e-10 -1.21938625e-10]\n", + "log p [-3.32903443 -3.2762307 ]\n", + "p (0.0004687762137568585, 0.0005293821585804722)\n", "p 0.00, 0.00\n", - "1/p 1,888.99, 2,133.21\n", - "tokens_t ('USDC', 'USDT')\n", + "1/p 2,133.21, 1,888.99\n", + "tokens_t ('USDT', 'USDC')\n", "dtkn -0.000, -0.000\n", "[criterium=1.74e-10, eps=1.0e-06, c/e=2e-04]\n", "<<<========== cycle 3 ======= [margp_optimizer]\n" @@ -3659,10 +3707,10 @@ { "data": { "text/plain": [ - "CPCArbOptimizer.MargpOptimizerResult(result=-0.027643519043587972, time=0.0036940574645996094, method='margp', targettkn='WETH', p_optimal_t=(0.0005293821585804722, 0.0004687762137568585), dtokens_t=(1.4551915228366852e-10, 1.7826096154749393e-10), tokens_t=('USDC', 'USDT'), errormsg=None)" + "CPCArbOptimizer.MargpOptimizerResult(result=-0.027643519043587972, time=0.005679130554199219, method='margp', targettkn='WETH', p_optimal_t=(0.0004687762137568585, 0.0005293821585804722), dtokens_t=(1.7826096154749393e-10, 1.4551915228366852e-10), tokens_t=('USDT', 'USDC'), errormsg=None)" ] }, - "execution_count": 292, + "execution_count": 312, "metadata": {}, "output_type": "execute_result" } @@ -3675,17 +3723,17 @@ }, { "cell_type": "code", - "execution_count": 293, + "execution_count": 313, "id": "44d3cbb8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 293, + "execution_count": 313, "metadata": {}, "output_type": "execute_result" } @@ -3696,7 +3744,7 @@ }, { "cell_type": "code", - "execution_count": 294, + "execution_count": 314, "id": "c344acd4", "metadata": {}, "outputs": [ @@ -3704,12 +3752,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDT\n" + "pair = WETH/USDC\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3723,12 +3771,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDC\n" + "pair = WETH/USDT\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3773,7 +3821,7 @@ }, { "cell_type": "code", - "execution_count": 295, + "execution_count": 315, "id": "2ce7d40d", "metadata": {}, "outputs": [ @@ -3781,12 +3829,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = USDC/WETH\n" + "pair = WETH/USDC\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3800,12 +3848,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDC\n" + "pair = USDC/WETH\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3828,7 +3876,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 316, "id": "93cb9736", "metadata": {}, "outputs": [ @@ -3836,15 +3884,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", "prices post arb: [0.0003956131768886956, 0.00039561317688869543, 0.0003956131768886955, 0.00039561317688869543, 0.0003956131768886956, 0.00039561317688869554, 0.0003956131768886956, 0.0003956131768886955, 0.00039561317688869554, 0.00039561317688869554, 0.00039561317688869543, 0.0003956131768886956, 0.0003956131768886954, 0.0003956131768886955, 0.0003956131768886955, 0.00039561317688869554, 0.00039561317688869554, 0.0003956131768886956, 0.0003956131768886955, 0.00039561317688869554, 0.00039561317688869554, 0.0003956131768886954]\n", "stdev 1.0718108835619188e-19\n", - "pair = USDC/WETH\n" + "pair = WETH/USDC\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3858,12 +3905,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pair = WETH/USDC\n" + "pair = USDC/WETH\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3896,7 +3943,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 317, "id": "d30d7723", "metadata": {}, "outputs": [], @@ -3906,7 +3953,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 318, "id": "e4150be1", "metadata": {}, "outputs": [ @@ -3919,7 +3966,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3956,7 +4003,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 319, "id": "ba5e64d0", "metadata": {}, "outputs": [], @@ -3974,7 +4021,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 320, "id": "95dfc775", "metadata": {}, "outputs": [ @@ -4005,7 +4052,7 @@ " 55055.258833446365)" ] }, - "execution_count": 300, + "execution_count": 320, "metadata": {}, "output_type": "execute_result" } @@ -4024,7 +4071,7 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 321, "id": "709b1f20", "metadata": {}, "outputs": [ @@ -4057,7 +4104,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 322, "id": "e222be8a", "metadata": {}, "outputs": [ @@ -4092,7 +4139,7 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 323, "id": "f5371aee", "metadata": {}, "outputs": [], @@ -4110,7 +4157,7 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 324, "id": "cfcead3e", "metadata": {}, "outputs": [ @@ -4120,7 +4167,7 @@ "OptimizerBase.SimpleResult(result=99.68104660486168, method='newtonraphson', errormsg=None, context_dct=None)" ] }, - "execution_count": 304, + "execution_count": 324, "metadata": {}, "output_type": "execute_result" } @@ -4132,7 +4179,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 325, "id": "fcbaa19f", "metadata": {}, "outputs": [ @@ -4142,7 +4189,7 @@ "OptimizerBase.SimpleResult(result=2.0, method='newtonraphson', errormsg=None, context_dct=None)" ] }, - "execution_count": 305, + "execution_count": 325, "metadata": {}, "output_type": "execute_result" } @@ -4154,7 +4201,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 326, "id": "4eaa9eb7", "metadata": {}, "outputs": [ @@ -4164,7 +4211,7 @@ "OptimizerBase.SimpleResult(result=3.000000000003396, method='newtonraphson', errormsg=None, context_dct=None)" ] }, - "execution_count": 306, + "execution_count": 326, "metadata": {}, "output_type": "execute_result" } @@ -4176,7 +4223,7 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 327, "id": "b18defa5", "metadata": {}, "outputs": [ @@ -4204,7 +4251,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 328, "id": "62597f85", "metadata": {}, "outputs": [ @@ -4232,7 +4279,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 329, "id": "a0a21eee", "metadata": {}, "outputs": [ @@ -4268,7 +4315,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 330, "id": "aba84a6b", "metadata": {}, "outputs": [ @@ -4304,7 +4351,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 331, "id": "bcb1ef33", "metadata": {}, "outputs": [ @@ -4314,7 +4361,7 @@ "OptimizerBase.SimpleResult(result=99.65287573579084, method='newtonraphson', errormsg=None, context_dct=None)" ] }, - "execution_count": 311, + "execution_count": 331, "metadata": {}, "output_type": "execute_result" } @@ -4341,7 +4388,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 332, "id": "93bb294d", "metadata": {}, "outputs": [], @@ -4351,7 +4398,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 333, "id": "31c9aa2f", "metadata": {}, "outputs": [ @@ -4385,7 +4432,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 334, "id": "7ebdd94b", "metadata": {}, "outputs": [ @@ -4419,7 +4466,7 @@ }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 335, "id": "5a46f120", "metadata": {}, "outputs": [ @@ -4453,7 +4500,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 336, "id": "8576042a", "metadata": { "lines_to_next_cell": 0 @@ -4499,7 +4546,7 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 337, "id": "14363ce5", "metadata": {}, "outputs": [], @@ -4510,7 +4557,7 @@ }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 338, "id": "d6e4c237", "metadata": {}, "outputs": [ @@ -4544,7 +4591,7 @@ }, { "cell_type": "code", - "execution_count": 319, + "execution_count": 339, "id": "9b358bf2", "metadata": {}, "outputs": [ @@ -4578,7 +4625,7 @@ }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 340, "id": "02407300", "metadata": {}, "outputs": [ @@ -4612,7 +4659,7 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 341, "id": "6a424616", "metadata": {}, "outputs": [ @@ -4646,7 +4693,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 342, "id": "5fb5f4db", "metadata": { "lines_to_next_cell": 0 diff --git a/resources/NBTest/NBTest_002_CPCandOptimizer.py b/resources/NBTest/NBTest_002_CPCandOptimizer.py index 00ce74b2e..16fae80f5 100644 --- a/resources/NBTest/NBTest_002_CPCandOptimizer.py +++ b/resources/NBTest/NBTest_002_CPCandOptimizer.py @@ -7,7 +7,7 @@ # extension: .py # format_name: light # format_version: '1.5' -# jupytext_version: 1.15.2 +# jupytext_version: 1.13.1 # kernelspec: # display_name: Python 3 # language: python @@ -32,6 +32,8 @@ # - # # CPC and Optimizer in Fastlane [NBTest002] +# +# Note: more optimizer tests in NBTest 055 try: market_df = pd.read_csv("_data/NBTEST_002_Curves.csv.gz") @@ -49,14 +51,14 @@ pair = DAI/WETH [DAI/WETH] tknx = 3,967,283.591895 DAI [virtual: 3,967,283.592] tkny = 2,171.754481 WETH [virtual: 2,171.754] -p = 0.0005474159913752679 [min=None, max=None] WETH per DAI +p = 0.0005474159913752679 [min=0, max=None] WETH per DAI fee = 0.003 descr = sushiswap_v2 DAI/WETH 0.003 """.strip().splitlines() d0 = [l.strip() for l in d0] -assert d == d0 -for l in d0: - print(l) +for l,l0 in zip(d,d0): + print(f"d: {l}\nd0: {l0}\n") + assert l==l0 # ## bycids @@ -876,6 +878,76 @@ assert iseq(c.y_min/c.x_max, c.p_min) # - +# ## Asymmetric curves and curve classifications +# +# We here briefly run through asymmetric curves; we also ensure that the associated functions (is_constant_product) etc work across the board + +ETA = 3 +cc = CPC.from_xyal(x=10, y=100/ETA*10, eta=ETA) +assert cc.alpha == 0.75 +assert cc.eta == 3 +assert iseq(cc.x, 10) +assert iseq(cc.y, 100/ETA*10) +assert iseq(cc.p, 100) +assert iseq(cc.x_act, cc.x) +assert iseq(cc.y_act, cc.y) +assert (cc.x_min, cc.x_max) == (0,None) +assert (cc.y_min, cc.y_max) == (0,None) +assert not cc.is_constant_product() # DEPRECATED +assert not cc.is_symmetric() +assert cc.is_asymmetric() +assert not cc.is_levered() +assert cc.is_unlevered() + +ETA = 1 +cc = CPC.from_xyal(x=10, y=100/ETA*10, eta=ETA) +assert cc.alpha == 0.5 +assert cc.eta == 1 +assert iseq(cc.x, 10) +assert iseq(cc.y, 100/ETA*10) +assert iseq(cc.p, 100) +assert iseq(cc.x_act, cc.x) +assert iseq(cc.y_act, cc.y) +assert (cc.x_min, cc.x_max) == (0,None) +assert (cc.y_min, cc.y_max) == (0,None) +assert cc.is_constant_product() # DEPRECATED +assert cc.is_symmetric() +assert not cc.is_asymmetric() +assert not cc.is_levered() +assert cc.is_unlevered() + +cc = CPC.from_xy(x=10, y=100*10) +assert cc.alpha == 0.5 +assert cc.eta == 1 +assert iseq(cc.x, 10) +assert iseq(cc.y, 100/ETA*10) +assert iseq(cc.p, 100) +assert iseq(cc.x_act, cc.x) +assert iseq(cc.y_act, cc.y) +assert (cc.x_min, cc.x_max) == (0,None) +assert (cc.y_min, cc.y_max) == (0,None) +assert cc.is_constant_product() # DEPRECATED +assert cc.is_symmetric() +assert not cc.is_asymmetric() +assert not cc.is_levered() +assert cc.is_unlevered() + +cc = CPC.from_pkpp(p=100, k=10*100, p_min=90, p_max=110) +assert cc.alpha == 0.5 +assert cc.eta == 1 +assert iseq(cc.x, 3.1622776601683795) +assert iseq(cc.y, 316.2277660168379) +assert iseq(cc.p, 100) +assert not iseq(cc.x_act, cc.x) +assert not iseq(cc.y_act, cc.y) +assert not (cc.x_min, cc.x_max) == (0,None) +assert not (cc.y_min, cc.y_max) == (0,None) +assert cc.is_constant_product() # DEPRECATED +assert cc.is_symmetric() +assert not cc.is_asymmetric() +assert cc.is_levered() +assert not cc.is_unlevered() + # ## CPCInverter c = CPC.from_pkpp(p=2000, k=10*20000, p_min=1800, p_max=2200, fee=0.001, pair=f"{T.ETH}/{T.USDC}", params={"foo": "bar"}) diff --git a/resources/NBTest/NBTest_051_CPCBalancer.ipynb b/resources/NBTest/NBTest_051_CPCBalancer.ipynb index 06b8851f4..02882c4c9 100644 --- a/resources/NBTest/NBTest_051_CPCBalancer.ipynb +++ b/resources/NBTest/NBTest_051_CPCBalancer.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 81, + "execution_count": 118, "id": "a448e212", "metadata": {}, "outputs": [ @@ -10,7 +10,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ConstantProductCurve v3.1 (25/Aug/2023)\n" + "ConstantProductCurve v3.3 (21/Sep/2023)\n" ] } ], @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 119, "id": "5e055a74-6e99-4ffa-a450-5f53ae7695e5", "metadata": {}, "outputs": [], @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 120, "id": "22004cc1-b2c4-4486-b16f-f8a7b4fbd1b8", "metadata": {}, "outputs": [], @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 121, "id": "4138bcb3-0054-4077-8a0d-df39cb46f98f", "metadata": {}, "outputs": [], @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 122, "id": "ffa625ad-6ca5-40fe-b20a-bede3249cc7e", "metadata": {}, "outputs": [], @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 123, "id": "4975e630-45ba-4ac2-95ed-2809b6488f4a", "metadata": {}, "outputs": [], @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 124, "id": "5ba59a93-f792-428a-8381-56f3b4b3fd30", "metadata": {}, "outputs": [], @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 125, "id": "afb61a79-c802-41f0-bafa-4d2ae4bc82d5", "metadata": {}, "outputs": [], @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 126, "id": "c5cf94f7-77df-412c-9988-7085184bdd1f", "metadata": {}, "outputs": [ @@ -212,7 +212,7 @@ "ConstantProductCurve(k=20000, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xy', params={})" ] }, - "execution_count": 89, + "execution_count": 126, "metadata": {}, "output_type": "execute_result" } @@ -233,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 127, "id": "9eb7484e-a09a-4184-bd59-073a7b399b8a", "metadata": {}, "outputs": [], @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 128, "id": "2b12d88d-6d7d-4d39-b9bc-def990500df7", "metadata": {}, "outputs": [ @@ -265,7 +265,7 @@ "ConstantProductCurve(k=20000.0, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 91, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 129, "id": "fc98b1e0-0771-4cd6-877c-b70e74b548b8", "metadata": {}, "outputs": [], @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 130, "id": "f6ededab-423a-489e-8d1b-295162fda59b", "metadata": {}, "outputs": [ @@ -312,7 +312,7 @@ "ConstantProductCurve(k=20000.0, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 93, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -328,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 131, "id": "203e5e7b-1cde-4154-a75c-35068f018a21", "metadata": {}, "outputs": [ @@ -338,7 +338,7 @@ "ConstantProductCurve(k=20000.0, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 94, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 132, "id": "ee693b31-3278-46d2-a578-ba6e0b2c6333", "metadata": {}, "outputs": [], @@ -373,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 133, "id": "2331941a-3aeb-4fa3-887a-6ed45c37307b", "metadata": {}, "outputs": [ @@ -383,7 +383,7 @@ "ConstantProductCurve(k=20000, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xy', params={})" ] }, - "execution_count": 96, + "execution_count": 133, "metadata": {}, "output_type": "execute_result" } @@ -413,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 134, "id": "db5f6d9a-87c3-4bba-9bbc-32993d2c09a7", "metadata": {}, "outputs": [ @@ -423,7 +423,7 @@ "ConstantProductCurve(k=20000.0, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 97, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } @@ -440,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 135, "id": "02dc9cc9-d30e-4daf-9f7d-11f9bd60ad04", "metadata": {}, "outputs": [ @@ -450,7 +450,7 @@ "ConstantProductCurve(k=800000000.0, x=100, x_act=100, y_act=199.99999999999994, alpha=0.25, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 98, + "execution_count": 135, "metadata": {}, "output_type": "execute_result" } @@ -470,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 136, "id": "f48bec87-6674-4a5c-8a15-562c5caff154", "metadata": {}, "outputs": [ @@ -480,7 +480,7 @@ "ConstantProductCurve(k=800000000.0, x=100, x_act=100, y_act=199.99999999999994, alpha=0.25, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 99, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 137, "id": "4dc4a1f6-1d71-4f1d-b0a0-616f83fb58e8", "metadata": {}, "outputs": [ @@ -511,7 +511,7 @@ "ConstantProductCurve(k=376.06030930863926, x=100, x_act=100, y_act=200.0, alpha=0.8, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 100, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } @@ -524,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 138, "id": "8caba1ff-65e7-496e-adcf-aea4cddcee4b", "metadata": {}, "outputs": [], @@ -537,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 139, "id": "b54669fb-a128-41ae-a3ac-b9eff553f897", "metadata": {}, "outputs": [ @@ -547,7 +547,7 @@ "'alpha must be > 0 [0]'" ] }, - "execution_count": 102, + "execution_count": 139, "metadata": {}, "output_type": "execute_result" } @@ -558,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 140, "id": "c4630e2a-b577-410b-8251-1c327866c9f1", "metadata": {}, "outputs": [], @@ -569,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 141, "id": "c8c740c3-3ffb-4694-95dc-2932b7d39c6c", "metadata": {}, "outputs": [ @@ -579,7 +579,7 @@ "\"(34, 'Result too large')\"" ] }, - "execution_count": 104, + "execution_count": 141, "metadata": {}, "output_type": "execute_result" } @@ -600,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 142, "id": "fd739374-c01b-432e-ab80-98e35fda3674", "metadata": {}, "outputs": [ @@ -610,7 +610,7 @@ "ConstantProductCurve(k=20000.0, x=100, x_act=100, y_act=200.0, alpha=0.5, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 105, + "execution_count": 142, "metadata": {}, "output_type": "execute_result" } @@ -623,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 143, "id": "927269a5-0c16-4336-8fcf-3e22392c8847", "metadata": {}, "outputs": [ @@ -633,7 +633,7 @@ "ConstantProductCurve(k=800000000.0, x=100, x_act=100, y_act=199.99999999999994, alpha=0.25, pair='TKNB/TKNQ', cid='None', fee=None, descr=None, constr='xyal', params={})" ] }, - "execution_count": 106, + "execution_count": 143, "metadata": {}, "output_type": "execute_result" } @@ -671,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 144, "id": "30239c29-9c2d-4a35-b24e-593e27d23013", "metadata": {}, "outputs": [], @@ -690,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 145, "id": "31973a9d-f6fc-4ba6-8660-3ca6b3b31238", "metadata": {}, "outputs": [], @@ -701,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 146, "id": "6da717da-0e96-4af5-a011-74c54c5a8033", "metadata": {}, "outputs": [], @@ -720,68 +720,68 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 147, "id": "22c10615-7636-4ec9-ba02-01e9c58ad20d", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.p_max)\n", - "assert raises(lambda: c1.p_max).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.p_max)" ] }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 148, "id": "b63b25fa-8f4a-415d-b0c5-8d10be06f91b", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.p_min)\n", - "assert raises(lambda: c1.p_min).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.p_min)" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 149, "id": "1e2a97a5-240b-49b4-abdc-f30b3b1e2788", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.x_min)\n", - "assert raises(lambda: c1.x_min).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.x_min)" ] }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 150, "id": "98262a43-8c8e-4eb2-af03-6c7f082a9a5e", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.x_max)\n", - "assert raises(lambda: c1.x_max).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.x_max)" ] }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 151, "id": "b3049924-bc62-44c3-b7fc-0c5513544b87", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.y_min)\n", - "assert raises(lambda: c1.y_min).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.y_min)" ] }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 152, "id": "9809fe75-81eb-4117-b06f-ea80e8e5d1af", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.y_max)\n", - "assert raises(lambda: c1.y_max).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.y_max)" ] }, { @@ -794,79 +794,79 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 153, "id": "d53b7a88-b1b2-488f-b33e-cf85af69dad2", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.p_max_primary)\n", - "assert raises(c1.p_max_primary).startswith(\"only implemented for\")" + "assert not raises(c1.p_max_primary)" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 154, "id": "47628578-dfab-4a28-a46f-b83b12af7745", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.p_min_primary)\n", - "assert raises(c1.p_min_primary).startswith(\"only implemented for\")" + "assert not raises(c1.p_min_primary)" ] }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 155, "id": "818af0e4", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.at_xmin)\n", - "assert raises(lambda: c1.at_xmin).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.at_xmin)" ] }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 156, "id": "bac20004", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.at_xmax)\n", - "assert raises(lambda: c1.at_xmax).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.at_xmax)" ] }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 157, "id": "490db431", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.at_ymin)\n", - "assert raises(lambda: c1.at_ymin).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.at_ymin)" ] }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 158, "id": "bc7fda17", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.at_ymax)\n", - "assert raises(lambda: c1.at_ymax).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.at_ymax)" ] }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 159, "id": "d1637e16-ae56-45f6-bb90-b10cd5e83194", "metadata": {}, "outputs": [], "source": [ "assert not raises(lambda: c0.at_boundary)\n", - "assert raises(lambda: c1.at_boundary).startswith(\"only implemented for\")" + "assert not raises(lambda: c1.at_boundary)" ] }, { @@ -879,24 +879,24 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 160, "id": "4a70d47e-3a89-452d-80f3-d69028433648", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.xyfromp_f)\n", - "assert raises(c1.xyfromp_f).startswith(\"only implemented for\")" + "assert not raises(c1.xyfromp_f)" ] }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 161, "id": "a1bbada5-9cd2-4dd0-a226-fb7422614b53", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.dxdyfromp_f)\n", - "assert raises(c1.dxdyfromp_f).startswith(\"only implemented for\")" + "assert not raises(c1.dxdyfromp_f)" ] }, { @@ -909,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 162, "id": "d90a02d0-21c9-47dc-894c-82ea93b01779", "metadata": {}, "outputs": [], @@ -920,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 163, "id": "052b8feb-038e-457a-a3f1-8ff25b030a0e", "metadata": {}, "outputs": [], @@ -931,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 164, "id": "8872ba9c-2186-4176-add5-4a36b66162a4", "metadata": {}, "outputs": [], @@ -942,7 +942,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 165, "id": "795eac9c-fe49-447f-b3fe-c0268cdd20de", "metadata": {}, "outputs": [], @@ -953,50 +953,50 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 166, "id": "13b1f308-3062-4872-a91e-e89bccf17cf8", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.yfromx_f, 110)\n", "assert not raises(c1.yfromx_f, 110, ignorebounds=True)\n", - "assert raises(c1.yfromx_f, 110, ignorebounds=False)" + "assert not raises(c1.yfromx_f, 110, ignorebounds=False)" ] }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 167, "id": "b90b56dd-bc10-4087-a3f4-5c0b8bcc681a", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.xfromy_f, 210)\n", "assert not raises(c1.xfromy_f, 110, ignorebounds=True)\n", - "assert raises(c1.xfromy_f, 110, ignorebounds=False)" + "assert not raises(c1.xfromy_f, 110, ignorebounds=False)" ] }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 168, "id": "9b797a1f-2d04-42ae-a03f-4b9675a65ed3", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.dyfromdx_f, 1)\n", "assert not raises(c1.dyfromdx_f, 1, ignorebounds=True)\n", - "assert raises(c1.dyfromdx_f, 1, ignorebounds=False)" + "assert not raises(c1.dyfromdx_f, 1, ignorebounds=False)" ] }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 169, "id": "ee7cd754-fe9c-4fb8-848d-46dc2850c0cd", "metadata": {}, "outputs": [], "source": [ "assert not raises(c0.dxfromdy_f, 1)\n", "assert not raises(c1.dxfromdy_f, 1, ignorebounds=True)\n", - "assert raises(c1.dxfromdy_f, 1, ignorebounds=False)" + "assert not raises(c1.dxfromdy_f, 1, ignorebounds=False)" ] }, { @@ -1009,7 +1009,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 170, "id": "6373dfe5-6d20-4c55-9f0b-80a8ac6e1e05", "metadata": {}, "outputs": [], @@ -1021,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 171, "id": "81cb94ae-1fd1-4d63-9f59-e79274737d4d", "metadata": {}, "outputs": [], @@ -1045,7 +1045,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 172, "id": "0eac45f7-ef6d-419d-8254-098858e7a529", "metadata": {}, "outputs": [], @@ -1069,7 +1069,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 173, "id": "cc39342b-1304-4e7d-8594-950df18ffb6e", "metadata": {}, "outputs": [], @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 174, "id": "80e3f97b-41b0-4263-b2e0-b02da963c60f", "metadata": {}, "outputs": [], @@ -1108,7 +1108,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 175, "id": "593fb93f-5d95-4796-9da6-abd79206ff3d", "metadata": {}, "outputs": [], @@ -1136,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 176, "id": "171b56b5-f270-4f51-8fd8-a185b3c0e91f", "metadata": {}, "outputs": [], @@ -1160,7 +1160,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 177, "id": "01d3e5e2-aba4-434d-a118-15bd63e854db", "metadata": {}, "outputs": [], @@ -1172,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 178, "id": "0ae9f182-0f46-4fdd-9879-619cf3f6ecd2", "metadata": {}, "outputs": [], @@ -1196,7 +1196,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 179, "id": "9ff8935e-1898-40b9-802f-09a7b2cc608c", "metadata": {}, "outputs": [], @@ -1209,7 +1209,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 180, "id": "081ec8c2-768c-45a5-a478-1df3a55590ab", "metadata": {}, "outputs": [], @@ -1222,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 181, "id": "5f556205-299f-4f5c-b717-076a64137784", "metadata": {}, "outputs": [], @@ -1249,7 +1249,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 182, "id": "bfbc589d-2124-4c51-9ac9-a7a3034ebd67", "metadata": {}, "outputs": [], @@ -1262,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 183, "id": "fb276d33-72b0-406d-9f3d-9ce16354098b", "metadata": {}, "outputs": [], @@ -1275,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 184, "id": "d55dd588-8a49-43c5-bf23-22fa207876fd", "metadata": {}, "outputs": [], @@ -1306,7 +1306,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 185, "id": "eb60778c-edd0-42c5-8681-a259e02c1e91", "metadata": {}, "outputs": [], @@ -1318,7 +1318,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 186, "id": "c242f036-c366-4c25-ab1d-9b13ff283d60", "metadata": {}, "outputs": [], @@ -1330,7 +1330,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 187, "id": "1e39b3b6-ac20-4a7d-ab4a-f764cc949ee9", "metadata": {}, "outputs": [], @@ -1359,7 +1359,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 188, "id": "8fd1d683-195a-414b-bfa2-2155462efcc1", "metadata": {}, "outputs": [], @@ -1372,7 +1372,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 189, "id": "c2a77208-d1d6-4d99-8fab-d8b9f988dac9", "metadata": {}, "outputs": [], @@ -1398,7 +1398,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 190, "id": "30a07eda-449f-471e-a609-f979d894d09a", "metadata": {}, "outputs": [], @@ -1424,7 +1424,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 191, "id": "8826b280-00f7-4771-9bc6-2d5d344b197e", "metadata": {}, "outputs": [], @@ -1445,7 +1445,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 192, "id": "853233ca-22bd-4d0e-a6d1-3dee13341b99", "metadata": {}, "outputs": [], @@ -1468,7 +1468,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 193, "id": "73dfd68b-56ba-4154-a1f8-79c8bddf4169", "metadata": {}, "outputs": [], @@ -1479,7 +1479,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 194, "id": "bf52087a-ffb7-4dad-bffa-753983249b51", "metadata": {}, "outputs": [], @@ -1494,7 +1494,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 195, "id": "c3e74ed7-83cb-497d-82a8-4a8d38bf312d", "metadata": {}, "outputs": [ @@ -1522,7 +1522,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 196, "id": "dcf6c394-8ad0-4ea1-a0fe-849374b16110", "metadata": {}, "outputs": [ @@ -1557,7 +1557,7 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 197, "id": "3c8cbd59-5039-43bc-a52d-f05201e9e83b", "metadata": {}, "outputs": [ diff --git a/resources/NBTest/NBTest_051_CPCBalancer.py b/resources/NBTest/NBTest_051_CPCBalancer.py index 8ab9da642..c9ad70e30 100644 --- a/resources/NBTest/NBTest_051_CPCBalancer.py +++ b/resources/NBTest/NBTest_051_CPCBalancer.py @@ -7,7 +7,7 @@ # extension: .py # format_name: light # format_version: '1.5' -# jupytext_version: 1.15.2 +# jupytext_version: 1.13.1 # kernelspec: # display_name: Python 3 # language: python @@ -283,53 +283,53 @@ def invariant(self, xvec=None, *, include_target=False): # leverage related functions (primary) assert not raises(lambda: c0.p_max) -assert raises(lambda: c1.p_max).startswith("only implemented for") +assert not raises(lambda: c1.p_max) assert not raises(lambda: c0.p_min) -assert raises(lambda: c1.p_min).startswith("only implemented for") +assert not raises(lambda: c1.p_min) assert not raises(lambda: c0.x_min) -assert raises(lambda: c1.x_min).startswith("only implemented for") +assert not raises(lambda: c1.x_min) assert not raises(lambda: c0.x_max) -assert raises(lambda: c1.x_max).startswith("only implemented for") +assert not raises(lambda: c1.x_max) assert not raises(lambda: c0.y_min) -assert raises(lambda: c1.y_min).startswith("only implemented for") +assert not raises(lambda: c1.y_min) assert not raises(lambda: c0.y_max) -assert raises(lambda: c1.y_max).startswith("only implemented for") +assert not raises(lambda: c1.y_max) # leverage related functions (secondary, ie calling primary ones) assert not raises(c0.p_max_primary) -assert raises(c1.p_max_primary).startswith("only implemented for") +assert not raises(c1.p_max_primary) assert not raises(c0.p_min_primary) -assert raises(c1.p_min_primary).startswith("only implemented for") +assert not raises(c1.p_min_primary) assert not raises(lambda: c0.at_xmin) -assert raises(lambda: c1.at_xmin).startswith("only implemented for") +assert not raises(lambda: c1.at_xmin) assert not raises(lambda: c0.at_xmax) -assert raises(lambda: c1.at_xmax).startswith("only implemented for") +assert not raises(lambda: c1.at_xmax) assert not raises(lambda: c0.at_ymin) -assert raises(lambda: c1.at_ymin).startswith("only implemented for") +assert not raises(lambda: c1.at_ymin) assert not raises(lambda: c0.at_ymax) -assert raises(lambda: c1.at_ymax).startswith("only implemented for") +assert not raises(lambda: c1.at_ymax) assert not raises(lambda: c0.at_boundary) -assert raises(lambda: c1.at_boundary).startswith("only implemented for") +assert not raises(lambda: c1.at_boundary) # todo assert not raises(c0.xyfromp_f) -assert raises(c1.xyfromp_f).startswith("only implemented for") +assert not raises(c1.xyfromp_f) assert not raises(c0.dxdyfromp_f) -assert raises(c1.dxdyfromp_f).startswith("only implemented for") +assert not raises(c1.dxdyfromp_f) # #### Implemented functions @@ -347,19 +347,19 @@ def invariant(self, xvec=None, *, include_target=False): assert not raises(c0.yfromx_f, 110) assert not raises(c1.yfromx_f, 110, ignorebounds=True) -assert raises(c1.yfromx_f, 110, ignorebounds=False) +assert not raises(c1.yfromx_f, 110, ignorebounds=False) assert not raises(c0.xfromy_f, 210) assert not raises(c1.xfromy_f, 110, ignorebounds=True) -assert raises(c1.xfromy_f, 110, ignorebounds=False) +assert not raises(c1.xfromy_f, 110, ignorebounds=False) assert not raises(c0.dyfromdx_f, 1) assert not raises(c1.dyfromdx_f, 1, ignorebounds=True) -assert raises(c1.dyfromdx_f, 1, ignorebounds=False) +assert not raises(c1.dyfromdx_f, 1, ignorebounds=False) assert not raises(c0.dxfromdy_f, 1) assert not raises(c1.dxfromdy_f, 1, ignorebounds=True) -assert raises(c1.dxfromdy_f, 1, ignorebounds=False) +assert not raises(c1.dxfromdy_f, 1, ignorebounds=False) # ## Simple Tests diff --git a/resources/NBTest/NBTest_900_OptimizerDetailedSlow.ipynb b/resources/NBTest/NBTest_900_OptimizerDetailedSlow.ipynb index df2457b43..7d244b8e5 100644 --- a/resources/NBTest/NBTest_900_OptimizerDetailedSlow.ipynb +++ b/resources/NBTest/NBTest_900_OptimizerDetailedSlow.ipynb @@ -15,11 +15,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "ConstantProductCurve v3.2 (15/Sep/2023)\n", + "ConstantProductCurve v3.3 (21/Sep/2023)\n", "CPCAnalyzer v1.5 (18/May/2023)\n", "OptimizerBase v5.0 (26/Jul/2023)\n", "CPCArbOptimizer v5.1 (15/Sep/2023)\n", - "PairOptimizer v6.0 (15/Sep/2023)\n", + "PairOptimizer v6.0.1 (21/Sep/2023)\n", "MargPOptimizer v5.2 (15/Sep/2023)\n", "ConvexOptimizer v5.1 (15/Sep/2023)\n", "ArbGraph v2.2 (09/May/2023)\n", @@ -786,7 +786,7 @@ " \n", " \n", " AMMIn\n", - " 2905472.583407\n", + " 2905472.583406\n", " 9856630.397495\n", " 6845674.127441\n", " 331.431642\n", @@ -826,7 +826,7 @@ "... ... ... \n", "21f3ea686abd44c6b7829e488a01aa74 6780944.55249 \n", "PRICE 1.00058 1.0 \n", - "AMMIn 2905472.583407 9856630.397495 \n", + "AMMIn 2905472.583406 9856630.397495 \n", "AMMOut -2905472.583409 -9861236.407654 \n", "TOTAL NET -0.000002 -4606.010159 \n", "\n", @@ -1470,7 +1470,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "id": "aa404e85-085d-4915-8c6c-e49ceae13c01", "metadata": { "ExecuteTime": { @@ -1486,7 +1486,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "id": "ec5069f3-74a5-4563-94ca-3bdf2f87ad88", "metadata": { "ExecuteTime": { @@ -1584,7 +1584,7 @@ " 16dd65c110\n", " b\n", " s\n", - " NaN\n", + " 0.000000\n", " NaN\n", " 1833.900701\n", " \n", @@ -1592,7 +1592,7 @@ " 803\n", " b\n", " s\n", - " NaN\n", + " 0.000000\n", " NaN\n", " 1838.745520\n", " \n", @@ -1601,7 +1601,7 @@ " c60c551073\n", " b\n", " s\n", - " NaN\n", + " 0.000000\n", " NaN\n", " 1840.159506\n", " \n", @@ -1747,9 +1747,9 @@ " 41057331-0 b 1700.000000 1800.000000 1800.000000\n", " 41057339-0 b 1700.000000 1800.000000 1800.000000\n", " uniswap_v3 593 b s 1829.919121 1866.884073 1832.243200\n", - " sushiswap_v2 16dd65c110 b s NaN NaN 1833.900701\n", - " 803 b s NaN NaN 1838.745520\n", - " uniswap_v2 c60c551073 b s NaN NaN 1840.159506\n", + " sushiswap_v2 16dd65c110 b s 0.000000 NaN 1833.900701\n", + " 803 b s 0.000000 NaN 1838.745520\n", + " uniswap_v2 c60c551073 b s 0.000000 NaN 1840.159506\n", " 255 b s NaN NaN 1840.773969\n", " uniswap_v3 a176b13aa0 b s 1833.582439 1844.616450 1841.729378\n", " 7708cee9b5 b s 1829.919121 1866.884073 1843.002859\n", @@ -1768,7 +1768,7 @@ " 41057315-1 s 2300.000000 2400.000000 2300.000000" ] }, - "execution_count": 36, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1777,14 +1777,14 @@ "r = CAt.price_ranges(result=CAt.PR_TUPLE)\n", "assert len(r) == len(CCt)\n", "assert r[0] == (\n", - " 'WETH/USDC',\n", - " '16dd65c110',\n", - " 'sushiswap_v2',\n", - " 'b',\n", - " 's',\n", - " None,\n", - " None,\n", - " 1833.9007005259564\n", + " 'WETH/USDC', # pair\n", + " '16dd65c110', # cid\n", + " 'sushiswap_v2', # exchange\n", + " 'b', # buy\n", + " 's', # sell\n", + " 0, # min_primary\n", + " None, # max_primary\n", + " 1833.9007005259564 # pp\n", ")\n", "assert r[1] == (\n", " 'WETH/USDC',\n", @@ -1803,7 +1803,7 @@ " 'sushiswap_v2',\n", " 'b',\n", " 's',\n", - " None,\n", + " 0,\n", " None,\n", " 1833.9007005259564\n", ")\n", @@ -1815,7 +1815,7 @@ " 'sushiswap_v2',\n", " 'b',\n", " 's',\n", - " None,\n", + " 0,\n", " None,\n", " 1833.9007005259564\n", ")\n", @@ -1839,7 +1839,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "id": "fe2fd598-26e0-4a33-a1b5-49d3e693005f", "metadata": { "ExecuteTime": { @@ -1870,7 +1870,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 40, "id": "544b1056-92c5-4669-be07-9d82f5e10017", "metadata": { "ExecuteTime": { @@ -2027,7 +2027,7 @@ "[2233 rows x 5 columns]" ] }, - "execution_count": 38, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -2052,7 +2052,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 41, "id": "d53f665d-79d3-4da0-90e1-8aa37ef27673", "metadata": { "ExecuteTime": { @@ -2251,7 +2251,7 @@ "[165 rows x 6 columns]" ] }, - "execution_count": 39, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2269,7 +2269,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 42, "id": "c6382990-7537-4e2a-bd06-4032e742cf9a", "metadata": { "ExecuteTime": { @@ -2294,7 +2294,7 @@ " 'buy-sell-WETH @ 1840.12 DAI per WETH')" ] }, - "execution_count": 40, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2315,7 +2315,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 43, "id": "57df8ed4-b663-4a01-a63b-3ae257b277fc", "metadata": { "ExecuteTime": { @@ -2340,7 +2340,7 @@ " 'buy-sell-WETH @ 1840.12 DAI per WETH')" ] }, - "execution_count": 41, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -2377,7 +2377,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "id": "ccf80984-1745-4d0f-94a2-f7ca89aa53cb", "metadata": { "ExecuteTime": { @@ -2490,7 +2490,7 @@ " \n", " \n", " AMMIn\n", - " 2905472.583407\n", + " 2905472.583406\n", " 9856630.397495\n", " 6845674.127441\n", " 331.431642\n", @@ -2530,7 +2530,7 @@ "... ... ... \n", "21f3ea686abd44c6b7829e488a01aa74 6780944.55249 \n", "PRICE 1.00058 1.0 \n", - "AMMIn 2905472.583407 9856630.397495 \n", + "AMMIn 2905472.583406 9856630.397495 \n", "AMMOut -2905472.583409 -9861236.407654 \n", "TOTAL NET -0.000002 -4606.010159 \n", "\n", @@ -2563,7 +2563,7 @@ "[90 rows x 6 columns]" ] }, - "execution_count": 42, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2586,7 +2586,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "id": "4c660d37-da45-4834-af30-3c3f3c289aa6", "metadata": { "ExecuteTime": { @@ -2599,7 +2599,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "optimal p {'BNT-FF1C': 0.429078, 'USDT-1ec7': 1.00058, 'DAI-1d0F': 1.000179, 'WETH-6Cc2': 1842.67228, 'WBTC-C599': 27604.143472}\n" + "optimal p {'USDT-1ec7': 1.00058, 'WBTC-C599': 27604.143472, 'WETH-6Cc2': 1842.67228, 'BNT-FF1C': 0.429078, 'DAI-1d0F': 1.000179}\n" ] } ], @@ -2633,7 +2633,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 46, "id": "e941c8c3-63db-4d41-9f99-e972ed8d4a68", "metadata": { "ExecuteTime": { @@ -2646,10 +2646,10 @@ "data": { "text/plain": [ "(CPCArbOptimizer.TradeInstruction(cid='357', tknin='USDT-1ec7', amtin=1214.455968487775, tknout='USDC-eB48', amtout=-1216.4193395881448, error=None),\n", - " CPCArbOptimizer.TradeInstruction(cid='594', tknin='DAI-1d0F', amtin=943.8267624520231, tknout='WETH-6Cc2', amtout=-0.5126061548005509, error=None))" + " CPCArbOptimizer.TradeInstruction(cid='594', tknin='DAI-1d0F', amtin=943.8267624522559, tknout='WETH-6Cc2', amtout=-0.5126061548006646, error=None))" ] }, - "execution_count": 44, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2676,7 +2676,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 47, "id": "f1bc8f31-d88c-488f-a9ff-f8449c97ed66", "metadata": { "ExecuteTime": { @@ -2696,13 +2696,13 @@ " 'error': None},\n", " {'cid': '594',\n", " 'tknin': 'DAI-1d0F',\n", - " 'amtin': 943.8267624520231,\n", + " 'amtin': 943.8267624522559,\n", " 'tknout': 'WETH-6Cc2',\n", - " 'amtout': -0.5126061548005509,\n", + " 'amtout': -0.5126061548006646,\n", " 'error': None})" ] }, - "execution_count": 45, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2725,7 +2725,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 48, "id": "d1a2263d-a789-435c-b157-e7c33048e0b3", "metadata": { "ExecuteTime": { @@ -2823,7 +2823,7 @@ "594 943.826762 -0.512606 " ] }, - "execution_count": 46, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2846,7 +2846,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 49, "id": "20929d6d-b28c-47fe-8bad-3292928e8407", "metadata": { "ExecuteTime": { @@ -2993,7 +2993,7 @@ "290 -0.321776 1364.584132" ] }, - "execution_count": 47, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -3010,7 +3010,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 50, "id": "30219a5c-e561-4638-abb6-a209bb74700d", "metadata": { "ExecuteTime": { @@ -3277,7 +3277,7 @@ " a6595d66f70c432a9b68557428a6fe54 0.016913 31.164972 " ] }, - "execution_count": 48, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -3307,7 +3307,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 51, "id": "f680dfd7-b5cc-4ee2-b69b-ff8ca0a0b0f9", "metadata": { "ExecuteTime": { @@ -3327,7 +3327,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "id": "56476abd-2a0f-4e74-b45b-62836b49f9cb", "metadata": { "ExecuteTime": { @@ -3427,7 +3427,7 @@ "HEX-eb39 5 0 0 5 0" ] }, - "execution_count": 50, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -3438,7 +3438,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 53, "id": "5570f890-5367-47de-93ef-328025f9c968", "metadata": { "ExecuteTime": { @@ -3461,7 +3461,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "id": "f14670a2-e1a5-4f11-af3e-397aef23cee3", "metadata": { "ExecuteTime": { @@ -3478,7 +3478,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "id": "79bec194-1df2-40f2-b44d-90e8996e454f", "metadata": { "ExecuteTime": { @@ -3497,10 +3497,10 @@ { "data": { "text/plain": [ - "ConvexOptimizer.NofeesOptimizerResult(result=-1785457.0232292726, time=3.325512170791626, method='convex', token_table={'HEX-eb39': TTE(x=[1, 2, 10, 11, 12], y=[]), 'WETH-6Cc2': TTE(x=[3, 5, 14, 17], y=[4, 8, 11, 13, 20]), 'LINK-86CA': TTE(x=[0, 4, 6, 7, 8, 9, 13, 15, 16, 18, 19, 20], y=[]), 'USDT-1ec7': TTE(x=[], y=[2, 3, 5, 6, 7, 12, 14, 16, 17, 19]), 'DAI-1d0F': TTE(x=[], y=[0, 1, 9, 10, 15, 18])})" + "ConvexOptimizer.NofeesOptimizerResult(result=-1784235.3054742552, time=2.583296060562134, method='convex', token_table={'WETH-6Cc2': TTE(x=[3, 5, 14, 17], y=[4, 8, 11, 13, 20]), 'LINK-86CA': TTE(x=[0, 4, 6, 7, 8, 9, 13, 15, 16, 18, 19, 20], y=[]), 'HEX-eb39': TTE(x=[1, 2, 10, 11, 12], y=[]), 'USDT-1ec7': TTE(x=[], y=[2, 3, 5, 6, 7, 12, 14, 16, 17, 19]), 'DAI-1d0F': TTE(x=[], y=[0, 1, 9, 10, 15, 18])})" ] }, - "execution_count": 53, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -3521,7 +3521,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 56, "id": "cd3e6d9a-a6a5-4407-931b-eea60ab6a80f", "metadata": { "ExecuteTime": { @@ -3536,7 +3536,7 @@ "-1800000.0" ] }, - "execution_count": 54, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -3547,7 +3547,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 57, "id": "377341bf-e7d1-4c1d-b539-0aca307b92a3", "metadata": { "ExecuteTime": { @@ -3583,7 +3583,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 58, "id": "57b45a2f-f3c4-4901-be9a-f2bbacd609e8", "metadata": { "ExecuteTime": { @@ -3599,7 +3599,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 59, "id": "448eab5b-4c06-4d88-b6b8-b3dc6232f760", "metadata": { "ExecuteTime": { @@ -3611,11 +3611,11 @@ { "data": { "text/plain": [ - "(CPCArbOptimizer.TradeInstruction(cid='175', tknin='LINK-86CA', amtin=9.044010135183989, tknout='DAI-1d0F', amtout=-44.75553283585641, error=None),\n", - " CPCArbOptimizer.TradeInstruction(cid='115', tknin='DAI-1d0F', amtin=52.05932519431728, tknout='HEX-eb39', amtout=-850.2348613430111, error=None))" + "(CPCArbOptimizer.TradeInstruction(cid='175', tknin='LINK-86CA', amtin=9.384739721192643, tknout='DAI-1d0F', amtout=-42.378626614782796, error=None),\n", + " CPCArbOptimizer.TradeInstruction(cid='115', tknin='DAI-1d0F', amtin=52.88470710456682, tknout='HEX-eb39', amtout=-875.1187513775914, error=None))" ] }, - "execution_count": 57, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -3642,7 +3642,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 60, "id": "5bf4535c-891b-4002-8a45-c2cefa4f8aae", "metadata": { "ExecuteTime": { @@ -3656,19 +3656,19 @@ "text/plain": [ "({'cid': '175',\n", " 'tknin': 'LINK-86CA',\n", - " 'amtin': 9.044010135183989,\n", + " 'amtin': 9.384739721192643,\n", " 'tknout': 'DAI-1d0F',\n", - " 'amtout': -44.75553283585641,\n", + " 'amtout': -42.378626614782796,\n", " 'error': None},\n", " {'cid': '115',\n", " 'tknin': 'DAI-1d0F',\n", - " 'amtin': 52.05932519431728,\n", + " 'amtin': 52.88470710456682,\n", " 'tknout': 'HEX-eb39',\n", - " 'amtout': -850.2348613430111,\n", + " 'amtout': -875.1187513775914,\n", " 'error': None})" ] }, - "execution_count": 58, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -3691,7 +3691,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 61, "id": "0efeef32-8c03-46af-91f2-138547efcd7a", "metadata": { "ExecuteTime": { @@ -3751,8 +3751,8 @@ " LINK/DAI\n", " LINK-86CA\n", " DAI-1d0F\n", - " 9.04401\n", - " -44.755533\n", + " 9.38474\n", + " -42.378627\n", " \n", " \n", " \n", @@ -3764,8 +3764,8 @@ " DAI-1d0F\n", " HEX-eb39\n", " \n", - " 52.059325\n", - " -850.234861\n", + " 52.884707\n", + " -875.118751\n", " \n", " \n", " \n", @@ -3776,16 +3776,16 @@ "text/plain": [ " pair pairp tknin tknout LINK-86CA DAI-1d0F \\\n", "cid \n", - "175 LINK-86CA/DAI-1d0F LINK/DAI LINK-86CA DAI-1d0F 9.04401 -44.755533 \n", - "115 HEX-eb39/DAI-1d0F HEX/DAI DAI-1d0F HEX-eb39 52.059325 \n", + "175 LINK-86CA/DAI-1d0F LINK/DAI LINK-86CA DAI-1d0F 9.38474 -42.378627 \n", + "115 HEX-eb39/DAI-1d0F HEX/DAI DAI-1d0F HEX-eb39 52.884707 \n", "\n", " HEX-eb39 USDT-1ec7 WETH-6Cc2 \n", "cid \n", "175 \n", - "115 -850.234861 " + "115 -875.118751 " ] }, - "execution_count": 59, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -3808,7 +3808,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 62, "id": "63a554ca-7c04-4cdc-b08f-6a4981e1a89f", "metadata": { "ExecuteTime": { @@ -3832,7 +3832,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 63, "id": "0a682d61-f680-4be8-b6ae-ce6ca0d3acf7", "metadata": { "ExecuteTime": { @@ -3851,7 +3851,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 64, "id": "ef5cd37e-1307-4460-8c63-d5a654cd028c", "metadata": { "ExecuteTime": { @@ -3924,7 +3924,7 @@ "WETH-6Cc2 24 16 4 2 2" ] }, - "execution_count": 62, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -3935,7 +3935,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 65, "id": "4949e298-df9a-46d9-bebb-4286f2456038", "metadata": { "ExecuteTime": { @@ -3958,7 +3958,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 66, "id": "cf47528a-42d0-42c0-a693-b43b52bc99f8", "metadata": { "ExecuteTime": { @@ -3967,21 +3967,13 @@ } }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PairOptimizer.optimize] curves_t WETH-6Cc2/USDC-eB48\n", - "[PairOptimizer.optimize] p_optimal OptimizerBase.SimpleResult(result=1844.3645206454462, method='bisection', errormsg=None, context_dct=None) full_result [ 1.28524302e-10 -1.21724420e+03]\n" - ] - }, { "data": { "text/plain": [ - "CPCArbOptimizer.MargpOptimizerResult(result=-1217.2442004275717, time=0.027663230895996094, method='margp-pair', targettkn='USDC-eB48', p_optimal_t=(1844.3645206454462,), dtokens_t=(-1217.2442004275717,), tokens_t=('WETH-6Cc2',), errormsg=None)" + "CPCArbOptimizer.MargpOptimizerResult(result=-1217.2442004275717, time=0.0358731746673584, method='margp-pair', targettkn='USDC-eB48', p_optimal_t=(1844.3645206454462,), dtokens_t=(1.2852430231191647e-10,), tokens_t=('WETH-6Cc2',), errormsg=None)" ] }, - "execution_count": 64, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -4001,7 +3993,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 67, "id": "93949531-5c8e-488b-ab7c-308c6ce14b67", "metadata": { "ExecuteTime": { @@ -4020,7 +4012,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 68, "id": "cae22713-8902-4677-99a3-9f86b4c8d335", "metadata": { "ExecuteTime": { @@ -4035,7 +4027,7 @@ "-1217.2442" ] }, - "execution_count": 66, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -4054,7 +4046,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 69, "id": "487ccaa8-2199-4537-b751-cf179bf39043", "metadata": { "ExecuteTime": { @@ -4070,7 +4062,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 70, "id": "34b2da13-71b9-490f-a060-30c5adaeb6d7", "metadata": { "ExecuteTime": { @@ -4086,7 +4078,7 @@ " CPCArbOptimizer.TradeInstruction(cid='7ed16708962e459abe5431a176b13aa0', tknin='USDC-eB48', amtin=219435.4522998929, tknout='WETH-6Cc2', amtout=-119.06126887255232, error=None))" ] }, - "execution_count": 68, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -4113,7 +4105,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 71, "id": "63839fa7-e313-46d4-933e-b2b2b6f7069e", "metadata": { "ExecuteTime": { @@ -4139,7 +4131,7 @@ " 'error': None})" ] }, - "execution_count": 69, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -4170,7 +4162,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 72, "id": "24fd38a2-db05-4cc7-8adb-e26713a1046c", "metadata": { "ExecuteTime": { @@ -4252,7 +4244,7 @@ "7ed16708962e459abe5431a176b13aa0 WETH-6Cc2 219435.452300 -119.061269 " ] }, - "execution_count": 70, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -4283,7 +4275,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 73, "id": "22a3e35a-1402-48e5-a95a-39977aa67153", "metadata": {}, "outputs": [ @@ -4417,7 +4409,7 @@ "TOTAL NET -1217.244200 1.285243e-10" ] }, - "execution_count": 71, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -4448,7 +4440,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 74, "id": "8b6c7014-d89b-4479-a6a1-efd78b4a6c0f", "metadata": {}, "outputs": [ @@ -4802,7 +4794,7 @@ " 1701411834604692317316873037158841057292-0 0.024438 " ] }, - "execution_count": 72, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -4838,7 +4830,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 75, "id": "fd84fa4f-36b1-410a-ba75-192808ed6c3f", "metadata": { "ExecuteTime": { @@ -4866,7 +4858,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 76, "id": "84750fca-1d91-4f77-bc1a-a361a1c8ae02", "metadata": { "ExecuteTime": { @@ -5065,7 +5057,7 @@ "[165 rows x 6 columns]" ] }, - "execution_count": 74, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -5086,7 +5078,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 77, "id": "67122692-198a-4706-9526-cba8b35c2fb4", "metadata": { "ExecuteTime": { @@ -5110,7 +5102,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 78, "id": "fd022c7e-1c6a-4947-a156-a2ada671c8ef", "metadata": { "ExecuteTime": { @@ -5442,7 +5434,7 @@ " 057315-1 sell-WETH @ 2300.00 USDC per WETH " ] }, - "execution_count": 76, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -5455,7 +5447,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 79, "id": "ec801111-63d8-4c04-87ee-8d7c43ade0eb", "metadata": { "ExecuteTime": { @@ -5479,7 +5471,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 80, "id": "364d7536-a0f1-49d1-9189-5fb994febacf", "metadata": { "ExecuteTime": { @@ -5625,7 +5617,7 @@ "TOTAL NET -0.000100 -0.659978" ] }, - "execution_count": 78, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -5639,7 +5631,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 81, "id": "e6ec3cb6-214d-4924-ab74-3ba204f20f42", "metadata": { "ExecuteTime": { @@ -5915,7 +5907,7 @@ " 41057292-0 0.024405 0.000013 " ] }, - "execution_count": 79, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -5936,7 +5928,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 82, "id": "5aba1b68-20ec-41ee-b373-12d37d586013", "metadata": { "ExecuteTime": { @@ -6082,7 +6074,7 @@ "TOTAL NET -1217.244138 -3.372589e-08" ] }, - "execution_count": 80, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } @@ -6096,7 +6088,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 83, "id": "bc936f2b", "metadata": { "ExecuteTime": { @@ -6372,7 +6364,7 @@ " 41057292-0 0.024438 0.024438 " ] }, - "execution_count": 81, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } diff --git a/resources/NBTest/NBTest_900_OptimizerDetailedSlow.py b/resources/NBTest/NBTest_900_OptimizerDetailedSlow.py index 0f752ac73..d8887a32f 100644 --- a/resources/NBTest/NBTest_900_OptimizerDetailedSlow.py +++ b/resources/NBTest/NBTest_900_OptimizerDetailedSlow.py @@ -7,7 +7,7 @@ # extension: .py # format_name: light # format_version: '1.5' -# jupytext_version: 1.15.2 +# jupytext_version: 1.13.1 # kernelspec: # display_name: Python 3 # language: python @@ -249,14 +249,14 @@ r = CAt.price_ranges(result=CAt.PR_TUPLE) assert len(r) == len(CCt) assert r[0] == ( - 'WETH/USDC', - '16dd65c110', - 'sushiswap_v2', - 'b', - 's', - None, - None, - 1833.9007005259564 + 'WETH/USDC', # pair + '16dd65c110', # cid + 'sushiswap_v2', # exchange + 'b', # buy + 's', # sell + 0, # min_primary + None, # max_primary + 1833.9007005259564 # pp ) assert r[1] == ( 'WETH/USDC', @@ -275,7 +275,7 @@ 'sushiswap_v2', 'b', 's', - None, + 0, None, 1833.9007005259564 ) @@ -287,7 +287,7 @@ 'sushiswap_v2', 'b', 's', - None, + 0, None, 1833.9007005259564 ) From a4867acfc59734ca133cf6427faf14419f753497 Mon Sep 17 00:00:00 2001 From: sklbancor <109073706+sklbancor@users.noreply.github.com> Date: Thu, 21 Sep 2023 12:28:06 +0200 Subject: [PATCH 3/5] PairOptimizer: minor bugfix [v6.0.1] --- fastlane_bot/tools/optimizer/pairoptimizer.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/fastlane_bot/tools/optimizer/pairoptimizer.py b/fastlane_bot/tools/optimizer/pairoptimizer.py index dfb157f64..69822462f 100644 --- a/fastlane_bot/tools/optimizer/pairoptimizer.py +++ b/fastlane_bot/tools/optimizer/pairoptimizer.py @@ -12,8 +12,8 @@ This module is still subject to active research, and comments and suggestions are welcome. The corresponding author is Stefan Loesch """ -__VERSION__ = "6.0" -__DATE__ = "15/Sep/2023" +__VERSION__ = "6.0.1" +__DATE__ = "21/Sep/2023" from dataclasses import dataclass, field, fields, asdict, astuple, InitVar #import pandas as pd @@ -203,7 +203,7 @@ def optimize(self, targettkn=None, result=None, *, params=None): curves_t = CPCInverter.wrap(self.curve_container) assert len(curves_t) > 0, "no curves found" c0 = curves_t[0] - print("[PairOptimizer.optimize] curves_t", curves_t[0].pair) + #print("[PairOptimizer.optimize] curves_t", curves_t[0].pair) pairs = set(c.pair for c in curves_t) assert (len(pairs) == 1), f"pair_optimizer only works on curves of exactly one pair [{pairs}]" assert not (targettkn is None and result == self.SO_TARGETTKN), "targettkn must be set if result==SO_TARGETTKN" @@ -268,7 +268,7 @@ def optimize(self, targettkn=None, result=None, *, params=None): p_optimal_t = (float(p_optimal),) full_result = dxdyfromp_sum_f(float(p_optimal)) opt_result = full_result[1] - print("[PairOptimizer.optimize] p_optimal", p_optimal, "full_result", full_result) + #print("[PairOptimizer.optimize] p_optimal", p_optimal, "full_result", full_result) method = "margp-pair" else: @@ -326,7 +326,7 @@ def optimize(self, targettkn=None, result=None, *, params=None): curves=NOMR(curves_t), p_optimal_t=p_optimal_t, dtokens={c0.tknx:full_result[0], c0.tkny:full_result[1]}, - dtokens_t=(full_result[0] if targettkn==c0.tknx else full_result[1],), + dtokens_t=(full_result[1] if targettkn==c0.tknx else full_result[0],), tokens_t=(c0.tknx if targettkn==c0.tkny else c0.tkny,), n_iterations=None, # not available ) From 627c474cb32d2bde8866f5094128606cd70cba93 Mon Sep 17 00:00:00 2001 From: sklbancor <109073706+sklbancor@users.noreply.github.com> Date: Thu, 21 Sep 2023 11:15:33 +0200 Subject: [PATCH 4/5] NBTest 055 --- .../NBTest/NBTest_055_Optimization.ipynb | 726 ++++++++++++++---- resources/NBTest/NBTest_055_Optimization.py | 151 ++-- 2 files changed, 661 insertions(+), 216 deletions(-) diff --git a/resources/NBTest/NBTest_055_Optimization.ipynb b/resources/NBTest/NBTest_055_Optimization.ipynb index 0e0f05e91..4efb2a3ae 100644 --- a/resources/NBTest/NBTest_055_Optimization.ipynb +++ b/resources/NBTest/NBTest_055_Optimization.ipynb @@ -2,10 +2,22 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "a448e212", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "imported m, np, pd, plt, os, sys, decimal; defined iseq, raises, require\n", + "CPCContainer v3.3 (21/Sep/2023)\n", + "ConstantProductCurve v3.3 (21/Sep/2023)\n", + "MargPOptimizer v5.2.1 (21/Sep/2023)\n", + "PairOptimizer v6.0.1 (21/Sep/2023)\n" + ] + } + ], "source": [ "from fastlane_bot.tools.cpc import CPCContainer, ConstantProductCurve as CPC, CurveBase\n", "from fastlane_bot.tools.optimizer import MargPOptimizer, PairOptimizer\n", @@ -32,7 +44,7 @@ "id": "d9917997", "metadata": {}, "source": [ - "# Optimization Methods [NBTest053]" + "# Optimization Methods [NBTest055]" ] }, { @@ -51,12 +63,28 @@ "id": "71b7924c-6f92-4272-bbe4-3e0b0af3c3d7", "metadata": {}, "source": [ - "The below three curves are one POL curve (extremely levered; it is originally fixed price) and two Uniswap v3 curves. On those curves the high dimensional gradient descent algo fails because it ends up on a plateau." + "The below three curves are one POL curve (extremely levered; it is originally fixed price) and two Uniswap v3 curves. On those curves the high dimensional gradient descent algo fails because it ends up on a plateau.\n", + "\n", + "We are here creating the following sets of curves\n", + "\n", + "- `CC` based on `CURVES` the curves paramater set which are levered curves where the gradient descent optimization algorithm failed\n", + "\n", + "- `CCn` is `CC` plus a full range curve removing the no-man's land\n", + "\n", + "- `CCul` is a set of unlevered curves where convergence should not be a problem at all\n" + ] + }, + { + "cell_type": "markdown", + "id": "2d84487b-34e4-427a-95e2-86b77b168584", + "metadata": {}, + "source": [ + "### `CC` (complex levered curves)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "0cb2c0bf", "metadata": { "lines_to_next_cell": 0 @@ -147,10 +175,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "4d0fea57", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1590.7292608895832" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "PRICES = {\n", " 'DAI': 0.0006286424878113893, \n", @@ -162,98 +201,175 @@ }, { "cell_type": "markdown", - "id": "11bc6705-ce06-4a3d-af17-d39002750299", + "id": "cf29d106-1042-46f2-8658-57c7f5d5acb2", "metadata": {}, "source": [ - "`CC0` is meant to be a variation of `CC` / `CURVES` that converges, but it does not seem to work. Not super high priority to find one." + "### `CCn` (normalized curve set)\n", + "\n", + "This curve set contains an additional constant product curve that removes the no-man's land between the levered curves and where gradient descent therefore converges" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5c5853d5", + "execution_count": 4, + "id": "97f31216-fd08-4171-a0b1-4a545c8a1db6", "metadata": {}, "outputs": [], "source": [ - "c0 = CC[0]" + "cnorm = CPC.from_pk(p=PRICE0, k=PRICE0*CC[0].x, pair=\"WETH/DAI\", cid=\"normalizer\")\n", + "CCn = CPCContainer([c for c in CC]+[cnorm])" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "39fdc6fd", + "cell_type": "markdown", + "id": "53d02241-248c-42df-9dd4-b3ba58d7c067", "metadata": {}, - "outputs": [], "source": [ - "xyp = c0.xyfromp_f(1592, withunits=True, ignorebounds=True)\n", - "CURVES0 = deepcopy(CURVES)\n", - "CURVES0[0][\"x\"] = xyp[0]\n", - "CC0 = CPCContainer.from_dicts(CURVES0)\n", - "xyp" + "### `CCul` (simple unlevered curves)\n", + "\n", + "This is a very simple set of unlevered curver where convergence should never be a problem." ] }, { "cell_type": "code", - "execution_count": null, - "id": "3a317a9f", + "execution_count": 5, + "id": "41d1f06b", "metadata": {}, "outputs": [], "source": [ - "CC[0].p, CC0[0].p" + "CCul = CPCContainer([\n", + " CPC.from_pk(p=1500, k=1500*100, pair=\"WETH/DAI\", cid=\"c1500\"),\n", + " CPC.from_pk(p=1600, k=1600*100, pair=\"WETH/DAI\", cid=\"c1600\")\n", + "])" ] }, { "cell_type": "markdown", - "id": "53d02241-248c-42df-9dd4-b3ba58d7c067", + "id": "5c1ac06f-7c85-4301-a383-1e1de3d47674", "metadata": {}, "source": [ - "This is a very simple set of unlevered curver where convergence should never be a problem." + "### `CCas` (asymmetric unlevered curves)\n", + "\n", + "We are generating asymmetric curves that have an arbitrage opportunity. `CCas2` is a single pair that exhibits the arbitrage, `CCas3` requires triangle optimization." ] }, { "cell_type": "code", - "execution_count": null, - "id": "41d1f06b", + "execution_count": 6, + "id": "68e08649-812e-4a46-8814-27b7f7f97b07", "metadata": {}, "outputs": [], "source": [ - "CCul = CPCContainer([\n", - " CPC.from_pk(p=1500, k=1500*100, pair=\"WETH/DAI\", cid=\"c1500\"),\n", - " CPC.from_pk(p=1600, k=1600*100, pair=\"WETH/DAI\", cid=\"c1600\")\n", + "ETA25, ETA75 = 1/3, 3\n", + "CCas2 = CPCContainer([\n", + " CPC.from_xyal(x=10, y=2000/ETA25*10, alpha=0.25, pair=\"WETH/DAI\", cid=\"c2000-0.25\"),\n", + " CPC.from_xyal(x=10, y=2500/ETA75*10, alpha=0.75, pair=\"WETH/DAI\", cid=\"c2500-0.75\"),\n", "])" ] }, { "cell_type": "code", - "execution_count": null, - "id": "9be50113", + "execution_count": 7, + "id": "13e4a3f9-42fb-4094-9e50-a60486bba8f4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 'WETH', 59999.99999999996, 'DAI', 1999.9999999999986)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "cnorm = CPC.from_pk(p=PRICE0, k=PRICE0*c0.x, pair=\"WETH/DAI\", cid=\"normalizer\")\n", - "CCn = CPCContainer([c for c in CC]+[cnorm])" + "CCas2[0].x, CCas2[0].tknx, CCas2[0].y, CCas2[0].tkny, CCas2[0].p" ] }, { "cell_type": "code", - "execution_count": null, - "id": "6483f58c", + "execution_count": 8, + "id": "fd29b5e6-c596-45dd-9e5d-c13c2e01fa41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 'WETH', 8333.33333333333, 'DAI', 2499.999999999999)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "CCas2[1].x, CCas2[1].tknx, CCas2[1].y, CCas2[1].tkny, CCas2[1].p" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f2bc18b3-bce9-4d3d-8da5-0df9474082e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3333333333333333" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "CCas2[0].eta" + ] + }, + { + "cell_type": "markdown", + "id": "4a558dca-93ab-464d-b53b-546c2841e1a3", + "metadata": {}, + "source": [ + "## Curve definitions\n", + "\n", + "Here we are asserting properties of the curves that they are meant to have; should really never fail unless something goes horribly wrong" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8546c725-fccd-46ed-b7a2-a06abf6cb901", "metadata": {}, "outputs": [], "source": [ - "c0.x, c0.tknx" + "assert iseq(CCas2[0].x, 10)\n", + "assert CCas2[0].tknx == \"WETH\"\n", + "assert iseq(CCas2[0].y, 60000)\n", + "assert CCas2[0].tkny == \"DAI\"\n", + "assert iseq(CCas2[0].eta, ETA25)\n", + "assert iseq(CCas2[0].p, 2000)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "d191df15", "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ - "#help(CPC)" + "assert iseq(CCas2[1].x, 10)\n", + "assert CCas2[1].tknx == \"WETH\"\n", + "assert iseq(CCas2[1].y, 25000/3)\n", + "assert CCas2[1].tkny == \"DAI\"\n", + "assert iseq(CCas2[1].eta, ETA75)\n", + "assert iseq(CCas2[1].p, 2500)" ] }, { @@ -262,12 +378,14 @@ "metadata": {}, "source": [ "## MargPOptimizer current\n", + "\n", + "Uses the current margp optimizer which uses $d \\log p ~ 0$ as criterium and that can fail on certain formations of levered curves (when the price ends up on no-mans land)\n", "### Setup" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "69c90858", "metadata": { "lines_to_next_cell": 2 @@ -287,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "19aecdff-2706-420a-bbb4-b0d776e235fd", "metadata": {}, "outputs": [], @@ -298,10 +416,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "d00b746e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "CPCArbOptimizer.MargpOptimizerResult(result=-0.005204267821271813, time=0.0029151439666748047, method='margp', targettkn='WETH', p_optimal_t=(0.0006449934107164284,), dtokens_t=(-4.737194103654474e-08,), tokens_t=('DAI',), errormsg=None)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = Oul.optimize(\"WETH\")\n", "assert r.error is None\n", @@ -325,10 +454,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "c5af61c4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1550.4034357331604" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert iseq(1/r.p_optimal_t[0], 1550.4034357331604)\n", "1/r.p_optimal_t[0]" @@ -344,10 +484,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "48ec6757", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'WETH': -0.005204267821271813, 'DAI': -4.737194103654474e-08}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert abs(r.dtokens[\"DAI\"] < 1e-5)\n", "assert r.dtokens[\"WETH\"] < 0\n", @@ -365,10 +516,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "79288ac3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'c1500': {'WETH': -0.16389245649152784, 'DAI': 249.9349296963901},\n", + " 'c1600': {'WETH': 0.15868818867025603, 'DAI': -249.93492974376204}}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v = r.dxvecvalues(asdict=True)\n", "assert iseq(v[\"c1500\"][\"DAI\"], 249.9349296963901)\n", @@ -386,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "24227582-7c75-425d-9b24-72cd5e7d6d2d", "metadata": {}, "outputs": [], @@ -397,10 +560,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "84535b0e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "CPCArbOptimizer.MargpOptimizerResult(result=-1.244345098228223, time=0.0013599395751953125, method='margp', targettkn='WETH', p_optimal_t=(0.00062745798800732,), dtokens_t=(-1.9371509552001953e-06,), tokens_t=('DAI',), errormsg=None)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = On.optimize(\"WETH\")\n", "assert r.error is None\n", @@ -427,10 +601,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "e30ed6d5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1593.7322005825413" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert iseq(1/r.p_optimal_t[0], 1593.7322005825413, eps=0.001)\n", "1/r.p_optimal_t[0]" @@ -446,10 +631,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "3a62bcab", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'WETH': -1.244345098228223, 'DAI': -1.9371509552001953e-06}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert abs(r.dtokens[\"DAI\"] < 1e-5)\n", "assert r.dtokens[\"WETH\"] < 0\n", @@ -467,10 +663,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "e0344572", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'0x33ed': {'WETH': 61.57332217693329, 'DAI': -100000.0},\n", + " '0xb1d8': {'DAI': 13789.132085457444, 'WETH': -8.665306719478394},\n", + " '0xae2b': {'DAI': 48971.003532998264, 'WETH': -30.763865271412214},\n", + " 'normalizer': {'WETH': -23.388495284270903, 'DAI': 37239.86437960714}}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v = r.dxvecvalues(asdict=True)\n", "v" @@ -478,61 +688,39 @@ }, { "cell_type": "markdown", - "id": "fc34f19a", + "id": "dd36efbb-7940-4bd6-9b3e-63c236224cb2", "metadata": {}, "source": [ - "### Succeeding optimization process `CC0` [TODO]\n", - "\n", - "note: the parameters still don't allow for convergence!" + "### Asymmetric curves `CCas2` and `CCas3`" ] }, { "cell_type": "code", - "execution_count": null, - "id": "a4bf55b5-2750-4bdd-853a-3c5fb5487b59", + "execution_count": 23, + "id": "41192d1c-6635-4960-a30d-60cecf83892e", "metadata": {}, "outputs": [], "source": [ - "O0 = MargPOptimizer(curves=CC0)\n", - "assert len(O0.curves) == len(CC)" + "O = MargPOptimizer(curves=CCas2)\n", + "assert len(O.curves) == len(CCas2)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "cd466248", + "execution_count": 24, + "id": "5966ea84-386f-45f5-8bf6-a40df86dfedc", "metadata": {}, "outputs": [], "source": [ - "r = O0.optimize(\"WETH\")\n", + "r = O.optimize(\"WETH\", params={\"pstart\": {\"WETH\": 2400, \"DAI\": 1}})\n", "assert r.error is None\n", "assert r.method == \"margp\"\n", "assert r.targettkn == \"WETH\"\n", "assert r.tokens_t == ('DAI',)\n", - "assert iseq(r.result, -39.42917199089061)\n", - "assert iseq(r.p_optimal_t[0], 0.0006273686958774544)\n", - "assert iseq(r.dtokens_t[0], 62760.13561845571)\n", - "r" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c72d916", - "metadata": {}, - "outputs": [], - "source": [ - "r.dtokens" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1966a2b2", - "metadata": {}, - "outputs": [], - "source": [ - "r.dxvecvalues(asdict=True)" + "assert r.dtokens[\"WETH\"] < 0\n", + "assert iseq(r.result, -0.048636442623132936, eps=1e-3)\n", + "assert iseq(r.p_optimal_t[0], 0.0004696831634035269, eps=1e-3)\n", + "assert iseq(r.dtokens_t[0], -7.3569026426412165e-09, eps=0.1)" ] }, { @@ -545,21 +733,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "1f69d97b", "metadata": {}, "outputs": [], "source": [ - "O = MargPOptimizer(curves=CC)\n", + "O = MargPOptimizer(curves=CC)\n", "assert len(O.curves) == len(CC)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "670e8185", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "CPCArbOptimizer.MargpOptimizerResult(result=22.14415018604268, time=0.0007700920104980469, method='margp', targettkn='WETH', p_optimal_t=(0.0006273686958774544,), dtokens_t=(-37239.86438154429,), tokens_t=('DAI',), errormsg=None)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = O.optimize(\"WETH\")\n", "assert r.error is None\n", @@ -582,20 +781,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "fd0376b7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "({'DAI': 0.0006286424878113893, 'WETH': 1},\n", + " {'DAI': 0.0006273686958774544, 'WETH': 1.0})" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "PRICES, r.p_optimal" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "7d7d54a8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1593.959033294407, 1590.7292608895832)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1/r.p_optimal_t[0], PRICES[\"WETH\"]/PRICES[\"DAI\"]" ] @@ -610,10 +832,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "9f1c1fa6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "22.14415018604268" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert r.result == r.dtokens[\"WETH\"]\n", "r.result" @@ -621,10 +854,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "27a53e7e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'WETH': 22.14415018604268, 'DAI': -37239.86438154429}" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r.dtokens" ] @@ -639,20 +883,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "c4461246", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'0x33ed': (61.57332217693329, -100000.0),\n", + " '0xb1d8': (13789.132085457444, -8.665306719478394),\n", + " '0xae2b': (48971.003532998264, -30.763865271412214)}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r.dxdyvalues(asdict=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "bb314923", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'0x33ed': {'WETH': 61.57332217693329, 'DAI': -100000.0},\n", + " '0xb1d8': {'DAI': 13789.132085457444, 'WETH': -8.665306719478394},\n", + " '0xae2b': {'DAI': 48971.003532998264, 'WETH': -30.763865271412214}}" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r.dxvecvalues(asdict=True)" ] @@ -667,10 +937,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "7410fc4a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-37239.86438154429" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s_DAI = sum(x[\"DAI\"] for x in r.dxvecvalues(asdict=True).values())\n", "assert iseq(s_DAI, r.dtokens[\"DAI\"])\n", @@ -687,12 +968,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "e5c2ee6a", "metadata": { "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "22.14415018604268" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s_WETH = sum(x[\"WETH\"] for x in r.dxvecvalues(asdict=True).values())\n", "assert iseq(s_WETH, r.dtokens[\"WETH\"])\n", @@ -705,6 +997,9 @@ "metadata": {}, "source": [ "## PairOptimizer vs MarpP\n", + "\n", + "PairOptimizer is a new optimization method that uses bisection instead of gradient descent. It is a bit slower, but importantly it is robust against the no-man's land problem of the gradient descent\n", + "\n", "### Setup" ] }, @@ -718,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "60d1d4f0-6f2d-4808-8f58-5dac878f6838", "metadata": {}, "outputs": [], @@ -738,10 +1033,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "1ab07f48-e00f-46ea-ab8f-3cc63bb23bbd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(CPCArbOptimizer.MargpOptimizerResult(result=-0.005204267851834032, time=0.0042760372161865234, method='margp-pair', targettkn='WETH', p_optimal_t=(0.0006449934107144566,), dtokens_t=(9.094947017729282e-12,), tokens_t=('DAI',), errormsg=None),\n", + " CPCArbOptimizer.MargpOptimizerResult(result=-0.005204267821271813, time=0.0008590221405029297, method='margp', targettkn='WETH', p_optimal_t=(0.0006449934107164284,), dtokens_t=(-4.737194103654474e-08,), tokens_t=('DAI',), errormsg=None),\n", + " 5.872530017825284e-09)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = Oul.optimize(\"WETH\")\n", "rmp = Oul_mp.optimize(\"WETH\")\n", @@ -771,10 +1079,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "6b9292d4-df1f-4be3-bedc-798c83980c4d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "4.977796280877047" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r.time/rmp.time" ] @@ -789,10 +1108,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "5826dfb8-0a6c-4da0-84e8-1ee6a4961919", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-3.0569990983053685e-12" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert r.p_optimal_t[0]/rmp.p_optimal_t[0]-1 < 1e-8\n", "r.p_optimal_t[0]/rmp.p_optimal_t[0]-1" @@ -808,10 +1138,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "bb4eab27-ad3d-42e9-985f-feaabdd100c0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "({'WETH': -0.005204267851834032, 'DAI': 9.094947017729282e-12},\n", + " {'WETH': -0.005204267821271813, 'DAI': -4.737194103654474e-08},\n", + " 5.872530017825284e-09)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "assert r.dtokens[\"DAI\"] < 1e-5\n", "assert rmp.dtokens[\"DAI\"] < 1e-5\n", @@ -821,78 +1164,113 @@ }, { "cell_type": "markdown", - "id": "be7cde96", + "id": "cab1c7ce-6ecd-4012-9832-fda509fd1d70", "metadata": {}, "source": [ - "### Normalized curves `CCn`" + "### Asymmetric curves `CCas2` and `CCas3`" + ] + }, + { + "cell_type": "markdown", + "id": "a5759d09-a284-4fa7-bb85-d52d2a4656e3", + "metadata": {}, + "source": [ + "#### `CCas2`" ] }, { "cell_type": "code", - "execution_count": null, - "id": "0be48669-2a24-4e81-9d50-f1d8972e1f95", + "execution_count": 40, + "id": "1aad6014-7176-46b8-8582-29630ed783e4", "metadata": {}, "outputs": [], "source": [ - "On = PairOptimizer(curves=CCn)\n", - "On_mp = MargPOptimizer(curves=CCn)\n", - "assert len(On.curves) == len(CC)+1" + "O = PairOptimizer(curves=CCas2)\n", + "Omp = MargPOptimizer(curves=CCas2)\n", + "assert len(O.curves) == len(CCas2)\n", + "assert len(Omp.curves) == len(O.curves)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "c3a76a52-bb69-4c1f-b0bc-42e6c79fefbe", + "execution_count": 53, + "id": "979c7a48-a198-4742-8a39-1b98685b4522", "metadata": {}, "outputs": [], "source": [ - "r = On.optimize(\"WETH\")\n", - "rmp = On_mp.optimize(\"WETH\")\n", + "r = O.optimize(\"WETH\")\n", + "rmp = Omp.optimize(\"WETH\")\n", "assert r.error is None\n", - "assert rmp.error is None\n", - "assert r.method == \"margp-pair\"\n", - "assert rmp.method == \"margp\"\n", - "assert r.targettkn == \"WETH\" \n", - "assert rmp.targettkn == \"WETH\"\n", + "assert r.method == \"margp-pair\"\n", + "assert r.targettkn == \"WETH\"\n", "assert r.tokens_t == ('DAI',)\n", - "assert rmp.tokens_t == ('DAI',)\n", "assert r.dtokens[\"WETH\"] < 0\n", - "assert rmp.dtokens[\"WETH\"] < 0\n", - "assert iseq(r.p_optimal_t[0], 0.0006274579880072543)\n", - "assert iseq(rmp.p_optimal_t[0], 0.00062745798800732)\n", - "assert r.result/rmp.result-1 < 1e-5\n", - "r, rmp, r.result/rmp.result-1" + "assert iseq(r.result, -0.048636442623132936, eps=1e-3)\n", + "assert iseq(r.result, rmp.result, eps=1e-3)\n", + "assert r.result != rmp.result # numerically should not converged to same\n", + "assert iseq(r.p_optimal_t[0], 0.0004696831634035269, eps=1e-3)\n", + "assert iseq(r.dtokens[\"WETH\"], -0.04863644262652045, eps=1e-3)\n", + "assert iseq(r.dtokens[\"WETH\"], rmp.dtokens[\"WETH\"], eps=1e-3)\n", + "assert iseq(0, r.dtokens[\"DAI\"], eps=1e-6)\n", + "assert iseq(0, rmp.dtokens[\"DAI\"], eps=1e-6)\n", + "assert abs(r.dtokens[\"DAI\"] - rmp.dtokens[\"DAI\"]) < 1e-6\n", + "assert r.dtokens_t == (r.dtokens[\"DAI\"],)\n", + "assert rmp.dtokens_t == (rmp.dtokens[\"DAI\"],)\n", + "assert r.tokens_t == ('DAI',)\n", + "assert rmp.tokens_t == ('DAI',)" ] }, { "cell_type": "markdown", - "id": "5672f8c7", + "id": "5609beb9-5bf4-44d8-b28b-a74ed11e8af2", "metadata": {}, "source": [ - "### Succeeding optimization process `CC0` [TODO]" + "#### `CCas3` [TODO]" + ] + }, + { + "cell_type": "markdown", + "id": "be7cde96", + "metadata": {}, + "source": [ + "### Normalized curves `CCn`" ] }, { "cell_type": "code", "execution_count": null, - "id": "ff77c822-30cd-4fe4-85dd-c1bb6d0703da", + "id": "0be48669-2a24-4e81-9d50-f1d8972e1f95", "metadata": {}, "outputs": [], "source": [ - "O0 = PairOptimizer(curves=CC0)\n", - "O0_mp = MargPOptimizer(curves=CC0)\n", - "assert len(O0.curves) == len(CC) # sic" + "On = PairOptimizer(curves=CCn)\n", + "On_mp = MargPOptimizer(curves=CCn)\n", + "assert len(On.curves) == len(CC)+1" ] }, { "cell_type": "code", "execution_count": null, - "id": "805746ce-110e-49cd-8305-2575be5c1883", + "id": "c3a76a52-bb69-4c1f-b0bc-42e6c79fefbe", "metadata": {}, "outputs": [], "source": [ - "r = O0.optimize(\"WETH\")\n", - "r" + "r = On.optimize(\"WETH\")\n", + "rmp = On_mp.optimize(\"WETH\")\n", + "assert r.error is None\n", + "assert rmp.error is None\n", + "assert r.method == \"margp-pair\"\n", + "assert rmp.method == \"margp\"\n", + "assert r.targettkn == \"WETH\" \n", + "assert rmp.targettkn == \"WETH\"\n", + "assert r.tokens_t == ('DAI',)\n", + "assert rmp.tokens_t == ('DAI',)\n", + "assert r.dtokens[\"WETH\"] < 0\n", + "assert rmp.dtokens[\"WETH\"] < 0\n", + "assert iseq(r.p_optimal_t[0], 0.0006274579880072543)\n", + "assert iseq(rmp.p_optimal_t[0], 0.00062745798800732)\n", + "assert r.result/rmp.result-1 < 1e-5\n", + "r, rmp, r.result/rmp.result-1" ] }, { @@ -1047,14 +1425,6 @@ "### Normalized curves `CCn`" ] }, - { - "cell_type": "markdown", - "id": "4148f775-4432-45b5-a0c3-94911c21e71d", - "metadata": {}, - "source": [ - "### Succeeding optimization process `CC0` [TODO]" - ] - }, { "cell_type": "markdown", "id": "7dc90de9-eb44-4daf-9d1f-457abf989290", @@ -1096,28 +1466,44 @@ { "cell_type": "code", "execution_count": null, - "id": "ddd1a9bc-0ade-4c46-93bb-a9b1ff5c926b", - "metadata": {}, + "id": "4331dd96-51ba-4d10-833b-2634b92486e9", + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "CC0.plot()" + "CCn.plot()" ] }, { "cell_type": "code", "execution_count": null, - "id": "4331dd96-51ba-4d10-833b-2634b92486e9", + "id": "fe61e08d-527f-4a63-93d5-c5c5fbc8490b", "metadata": {}, "outputs": [], "source": [ - "CCn.plot()" + "CCas2.plot()" ] }, { "cell_type": "code", "execution_count": null, - "id": "fe61e08d-527f-4a63-93d5-c5c5fbc8490b", - "metadata": {}, + "id": "945cf3ec-f41c-4aee-b0a9-dca1e0a247b5", + "metadata": { + "lines_to_next_cell": 0 + }, + "outputs": [], + "source": [ + "#CCas3.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4c09a2f-82c6-4b56-87dc-b45bf4325862", + "metadata": { + "lines_to_next_cell": 2 + }, "outputs": [], "source": [] } diff --git a/resources/NBTest/NBTest_055_Optimization.py b/resources/NBTest/NBTest_055_Optimization.py index 4f9166c1e..e198a126d 100644 --- a/resources/NBTest/NBTest_055_Optimization.py +++ b/resources/NBTest/NBTest_055_Optimization.py @@ -7,7 +7,7 @@ # extension: .py # format_name: light # format_version: '1.5' -# jupytext_version: 1.15.2 +# jupytext_version: 1.13.1 # kernelspec: # display_name: Python 3 # language: python @@ -35,7 +35,7 @@ # require("3.0", __VERSION__) # - -# # Optimization Methods [NBTest053] +# # Optimization Methods [NBTest055] # Note: using an existing CPCContainer object `CC`, the curves can be extracted as dict using the command below # @@ -43,6 +43,17 @@ # # The below three curves are one POL curve (extremely levered; it is originally fixed price) and two Uniswap v3 curves. On those curves the high dimensional gradient descent algo fails because it ends up on a plateau. +# +# We are here creating the following sets of curves +# +# - `CC` based on `CURVES` the curves paramater set which are levered curves where the gradient descent optimization algorithm failed +# +# - `CCn` is `CC` plus a full range curve removing the no-man's land +# +# - `CCul` is a set of unlevered curves where convergence should not be a problem at all +# + +# ### `CC` (complex levered curves) # + CURVES = [ @@ -127,18 +138,15 @@ PRICE0 = PRICES["WETH"]/PRICES["DAI"] PRICE0 -# `CC0` is meant to be a variation of `CC` / `CURVES` that converges, but it does not seem to work. Not super high priority to find one. - -c0 = CC[0] - -xyp = c0.xyfromp_f(1592, withunits=True, ignorebounds=True) -CURVES0 = deepcopy(CURVES) -CURVES0[0]["x"] = xyp[0] -CC0 = CPCContainer.from_dicts(CURVES0) -xyp +# ### `CCn` (normalized curve set) +# +# This curve set contains an additional constant product curve that removes the no-man's land between the levered curves and where gradient descent therefore converges -CC[0].p, CC0[0].p +cnorm = CPC.from_pk(p=PRICE0, k=PRICE0*CC[0].x, pair="WETH/DAI", cid="normalizer") +CCn = CPCContainer([c for c in CC]+[cnorm]) +# ### `CCul` (simple unlevered curves) +# # This is a very simple set of unlevered curver where convergence should never be a problem. CCul = CPCContainer([ @@ -146,17 +154,44 @@ CPC.from_pk(p=1600, k=1600*100, pair="WETH/DAI", cid="c1600") ]) -cnorm = CPC.from_pk(p=PRICE0, k=PRICE0*c0.x, pair="WETH/DAI", cid="normalizer") -CCn = CPCContainer([c for c in CC]+[cnorm]) +# ### `CCas` (asymmetric unlevered curves) +# +# We are generating asymmetric curves that have an arbitrage opportunity. `CCas2` is a single pair that exhibits the arbitrage, `CCas3` requires triangle optimization. + +ETA25, ETA75 = 1/3, 3 +CCas2 = CPCContainer([ + CPC.from_xyal(x=10, y=2000/ETA25*10, alpha=0.25, pair="WETH/DAI", cid="c2000-0.25"), + CPC.from_xyal(x=10, y=2500/ETA75*10, alpha=0.75, pair="WETH/DAI", cid="c2500-0.75"), +]) -c0.x, c0.tknx +CCas2[0].x, CCas2[0].tknx, CCas2[0].y, CCas2[0].tkny, CCas2[0].p -# + -#help(CPC) -# - +CCas2[1].x, CCas2[1].tknx, CCas2[1].y, CCas2[1].tkny, CCas2[1].p + +CCas2[0].eta + +# ## Curve definitions +# +# Here we are asserting properties of the curves that they are meant to have; should really never fail unless something goes horribly wrong + +assert iseq(CCas2[0].x, 10) +assert CCas2[0].tknx == "WETH" +assert iseq(CCas2[0].y, 60000) +assert CCas2[0].tkny == "DAI" +assert iseq(CCas2[0].eta, ETA25) +assert iseq(CCas2[0].p, 2000) + +assert iseq(CCas2[1].x, 10) +assert CCas2[1].tknx == "WETH" +assert iseq(CCas2[1].y, 25000/3) +assert CCas2[1].tkny == "DAI" +assert iseq(CCas2[1].eta, ETA75) +assert iseq(CCas2[1].p, 2500) # ## MargPOptimizer current +# +# Uses the current margp optimizer which uses $d \log p ~ 0$ as criterium and that can fail on certain formations of levered curves (when the price ends up on no-mans land) # ### Setup # + @@ -235,30 +270,24 @@ v = r.dxvecvalues(asdict=True) v -# ### Succeeding optimization process `CC0` [TODO] -# -# note: the parameters still don't allow for convergence! +# ### Asymmetric curves `CCas2` and `CCas3` -O0 = MargPOptimizer(curves=CC0) -assert len(O0.curves) == len(CC) +O = MargPOptimizer(curves=CCas2) +assert len(O.curves) == len(CCas2) -r = O0.optimize("WETH") +r = O.optimize("WETH", params={"pstart": {"WETH": 2400, "DAI": 1}}) assert r.error is None assert r.method == "margp" assert r.targettkn == "WETH" assert r.tokens_t == ('DAI',) -assert iseq(r.result, -39.42917199089061) -assert iseq(r.p_optimal_t[0], 0.0006273686958774544) -assert iseq(r.dtokens_t[0], 62760.13561845571) -r - -r.dtokens - -r.dxvecvalues(asdict=True) +assert r.dtokens["WETH"] < 0 +assert iseq(r.result, -0.048636442623132936, eps=1e-3) +assert iseq(r.p_optimal_t[0], 0.0004696831634035269, eps=1e-3) +assert iseq(r.dtokens_t[0], -7.3569026426412165e-09, eps=0.1) # ### Failing optimization process `CC` -O = MargPOptimizer(curves=CC) +O = MargPOptimizer(curves=CC) assert len(O.curves) == len(CC) r = O.optimize("WETH") @@ -304,6 +333,9 @@ # ## PairOptimizer vs MarpP +# +# PairOptimizer is a new optimization method that uses bisection instead of gradient descent. It is a bit slower, but importantly it is robust against the no-man's land problem of the gradient descent +# # ### Setup # ### Unlevered curves `CCul` @@ -347,6 +379,38 @@ assert r.dtokens["WETH"]/rmp.dtokens["WETH"]-1 < 1e-5 r.dtokens, rmp.dtokens, r.dtokens["WETH"]/rmp.dtokens["WETH"]-1 +# ### Asymmetric curves `CCas2` and `CCas3` + +# #### `CCas2` + +O = PairOptimizer(curves=CCas2) +Omp = MargPOptimizer(curves=CCas2) +assert len(O.curves) == len(CCas2) +assert len(Omp.curves) == len(O.curves) + +r = O.optimize("WETH") +rmp = Omp.optimize("WETH") +assert r.error is None +assert r.method == "margp-pair" +assert r.targettkn == "WETH" +assert r.tokens_t == ('DAI',) +assert r.dtokens["WETH"] < 0 +assert iseq(r.result, -0.048636442623132936, eps=1e-3) +assert iseq(r.result, rmp.result, eps=1e-3) +assert r.result != rmp.result # numerically should not converged to same +assert iseq(r.p_optimal_t[0], 0.0004696831634035269, eps=1e-3) +assert iseq(r.dtokens["WETH"], -0.04863644262652045, eps=1e-3) +assert iseq(r.dtokens["WETH"], rmp.dtokens["WETH"], eps=1e-3) +assert iseq(0, r.dtokens["DAI"], eps=1e-6) +assert iseq(0, rmp.dtokens["DAI"], eps=1e-6) +assert abs(r.dtokens["DAI"] - rmp.dtokens["DAI"]) < 1e-6 +assert r.dtokens_t == (r.dtokens["DAI"],) +assert rmp.dtokens_t == (rmp.dtokens["DAI"],) +assert r.tokens_t == ('DAI',) +assert rmp.tokens_t == ('DAI',) + +# #### `CCas3` [TODO] + # ### Normalized curves `CCn` On = PairOptimizer(curves=CCn) @@ -370,15 +434,6 @@ assert r.result/rmp.result-1 < 1e-5 r, rmp, r.result/rmp.result-1 -# ### Succeeding optimization process `CC0` [TODO] - -O0 = PairOptimizer(curves=CC0) -O0_mp = MargPOptimizer(curves=CC0) -assert len(O0.curves) == len(CC) # sic - -r = O0.optimize("WETH") -r - # ### Optimization process `CC` (fails in full margp) O = PairOptimizer(curves=CC) @@ -439,8 +494,6 @@ # ### Normalized curves `CCn` -# ### Succeeding optimization process `CC0` [TODO] - # ### Failing optimization process `CC` @@ -450,8 +503,14 @@ CCul.plot() -CC0.plot() - +# + tags=[] CCn.plot() +# - + +CCas2.plot() + +# + +#CCas3.plot() +# - From 62c94be661359580bebae8938bb9307f358511c3 Mon Sep 17 00:00:00 2001 From: sklbancor <109073706+sklbancor@users.noreply.github.com> Date: Thu, 21 Sep 2023 16:32:09 +0200 Subject: [PATCH 5/5] PairOptimizer: removing dead code comments --- fastlane_bot/tools/optimizer/pairoptimizer.py | 152 +----------------- 1 file changed, 1 insertion(+), 151 deletions(-) diff --git a/fastlane_bot/tools/optimizer/pairoptimizer.py b/fastlane_bot/tools/optimizer/pairoptimizer.py index 69822462f..b7acc883c 100644 --- a/fastlane_bot/tools/optimizer/pairoptimizer.py +++ b/fastlane_bot/tools/optimizer/pairoptimizer.py @@ -41,132 +41,6 @@ class PairOptimizer(CPCArbOptimizer): def kind(self): return "pair" - # @dataclass - # class PairOptimizerResult(OptimizerBase.OptimizerResult): - # """ - # results of the pairs optimizer - - # :curves: list of curves used in the optimization, possibly wrapped in CPCInverter objects* - # :dxdyfromp_vec_f: vector of tuples (dx, dy), as a function of p - # :dxdyfromp_sum_f: sum of the above, also as a function of p - # :dxdyfromp_valx_f: valx = dy/p + dx, also as a function of p - # :dxdyfromp_valy_f: valy = dy + p*dx/p, also as a function of p - # :p_optimal: optimal p value - - # *the CPCInverter object ensures that all curves in the list correspond to the same quote - # conventions, according to the primary direction of the pair (as determined by the Pair - # object). Accordingly, tknx and tkny are always the same for all curves in the list, regardless - # of the quote direction of the pair. The CPCInverter object abstracts this away, but of course - # only for functions that are accessible through it. - # """ - - # NONEFUNC = lambda x: None - - # curves: list = field(repr=False, default=None) - # dxdyfromp_vec_f: any = field(repr=False, default=NONEFUNC) - # dxdyfromp_sum_f: any = field(repr=False, default=NONEFUNC) - # dxdyfromp_valx_f: any = field(repr=False, default=NONEFUNC) - # dxdyfromp_valy_f: any = field(repr=False, default=NONEFUNC) - # p_optimal: float = field(repr=False, default=None) - # errormsg: str = field(repr=True, default=None) - - # def __post_init__(self, *args, **kwargs): - # super().__post_init__(*args, **kwargs) - # # print("[PairOptimizerResult] post_init") - # assert ( - # self.p_optimal is not None or self.errormsg is not None - # ), "p_optimal must be set unless errormsg is set" - # if self.method is None: - # self.method = "pair" - - # @property - # def is_error(self): - # return self.errormsg is not None - - # def detailed_error(self): - # return self.errormsg - - # def status(self): - # return "error" if self.is_error else "converged" - - # def dxdyfromp_vecs_f(self, p): - # """returns dx, dy as separate vectors instead as a vector of tuples""" - # return tuple(zip(*self.dxdyfromp_vec_f(p))) - - # @property - # def tknx(self): - # return self.curves[0].tknx - - # @property - # def tkny(self): - # return self.curves[0].tkny - - # @property - # def tknxp(self): - # return self.curves[0].tknxp - - # @property - # def tknyp(self): - # return self.curves[0].tknyp - - # @property - # def pair(self): - # return self.curves[0].pair - - # @property - # def pairp(self): - # return self.curves[0].pairp - - # @property - # def dxdy_vecs(self): - # return self.dxdyfromp_vecs_f(self.p_optimal) - - # @property - # def dxvalues(self): - # return self.dxdy_vecs[0] - - # dxv = dxvalues - - # @property - # def dyvalues(self): - # return self.dxdy_vecs[1] - - # dyv = dyvalues - - # @property - # def dxdy_vec(self): - # return self.dxdyfromp_vec_f(self.p_optimal) - - # @property - # def dxdy_sum(self): - # return self.dxdyfromp_sum_f(self.p_optimal) - - # @property - # def dxdy_valx(self): - # return self.dxdyfromp_valx_f(self.p_optimal) - - # valx = dxdy_valx - - # @property - # def dxdy_valy(self): - # return self.dxdyfromp_valy_f(self.p_optimal) - - # valy = dxdy_valy - - # def trade_instructions(self, ti_format=None): - # """returns list of TradeInstruction objects""" - # result = ( - # CPCArbOptimizer.TradeInstruction.new( - # curve_or_cid=c, tkn1=self.tknx, amt1=dx, tkn2=self.tkny, amt2=dy - # ) - # for c, dx, dy in zip(self.curves, self.dxvalues, self.dyvalues) - # if dx != 0 or dy != 0 - # ) - # assert ti_format != CPCArbOptimizer.TIF_DFAGGR, "TIF_DFAGGR not implemented for convex optimization" - # assert ti_format != CPCArbOptimizer.TIF_DFPG, "TIF_DFPG not implemented for convex optimization" - # return CPCArbOptimizer.TradeInstruction.to_format(result, ti_format=ti_format) - - SO_DXDYVECFUNC = "dxdyvecfunc" SO_DXDYSUMFUNC = "dxdysumfunc" SO_DXDYVALXFUNC = "dxdyvalxfunc" @@ -278,19 +152,6 @@ def optimize(self, targettkn=None, result=None, *, params=None): # allows to mask certain long portions of the result if desired, the same way # the main margpoptimizer does it; however, this not currently considered necessary if p_optimal.is_error: - # return self.PairOptimizerResult( - # result=None, - # time=time.time() - start_time, - # curves=curves_t, - # dxdyfromp_vec_f=dxdyfromp_vec_f, - # dxdyfromp_sum_f=dxdyfromp_sum_f, - # dxdyfromp_valx_f=dxdyfromp_valx_f, - # dxdyfromp_valy_f=dxdyfromp_valy_f, - # p_optimal=None, - # errormsg=p_optimal.errormsg, - # method=method, - # optimizer=self, - # ) return self.MargpOptimizerResult( method=method, optimizer=NOMR(self), @@ -305,18 +166,7 @@ def optimize(self, targettkn=None, result=None, *, params=None): n_iterations=None, errormsg="bisection did not converge", ) - # return self.PairOptimizerResult( - # result=full_result, - # time=time.time() - start_time, - # curves=curves_t, - # dxdyfromp_vec_f=dxdyfromp_vec_f, - # dxdyfromp_sum_f=dxdyfromp_sum_f, - # dxdyfromp_valx_f=dxdyfromp_valx_f, - # dxdyfromp_valy_f=dxdyfromp_valy_f, - # p_optimal=float(p_optimal), - # method=method, - # optimizer=self, - # ) + return self.MargpOptimizerResult( method=method, optimizer=NOMR(self),