Configuration
The Simulation Modules system needs a lot of input to run a simulation. This configuration documentation hopes to give you; the reader a good understanding of what these inputs are and how you can give the simulator all the information it needs to run a successfull simulation.
YAML
The format for all the inputs that the simulator needs is a YAML file. It's a
single file that has to be uploaded to a specific folder in the simulators
Google Cloud Storage
bucket.
The details of how the file has to be passed into the simulator aren't relevant for this documentation (for the technical documentation see the Developer Documentation). For the end-user it's important to always use the Simulation CLI which will help you to perform simulations more easily.
What is more relevant is how to write this YAML in the format that the simulator expects, there are a lot of different fields:
- Version
- Block
- Steps
- Paramaters
- Optimizer
- Tokens
- Prices
- Price Simulator
- Agent Classes
- Agents
- Models
- Contracts
- Code
- Metrics
Each of these fields has it's own page explaining what the field means and the possible options that you can use.
Example
Below you can see a working example for the current version. Please note that this simulation is for Bancor.
# yaml-language-server: $schema=validation.json
simulatorVersion: "dev"
block: 16100000
steps: 10
parameters:
- name: "swapping_fees_ETH_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_ETH_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_WBTC_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_WBTC_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_LINK_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_LINK_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_DAI_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_DAI_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_BNT_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_BNT_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_VBNT_1"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "swapping_fees_VBNT_2"
value: 0.001
optimizer:
optimize: true
range: [0.001, 0.01]
isDigit: false
- name: "tl_adjustments_ETH_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_ETH_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_ETH_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_ETH_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_LINK_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_LINK_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_LINK_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_LINK_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_DAI_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_DAI_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_DAI_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_DAI_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_WBTC_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_WBTC_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_WBTC_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_WBTC_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_BNT_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_BNT_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_BNT_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_BNT_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_VBNT_25"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_VBNT_50"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_VBNT_100"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
- name: "tl_adjustments_VBNT_200"
value: 0.5
optimizer:
optimize: true
range: [0.0, 1.0]
isDigit: false
optimizer:
algorithm: "NSGA-II"
individuals: 100
generations: 10
tokens:
- name: "DAI"
address: "0x6B175474E89094C44Da98b954EedeAC495271d0F"
isNative: false
- name: "BNT"
address: "0x1F573D6Fb3F13d689FF844B4cE37794d79a7FF1C"
isNative: false
- name: "ETH"
address: "0xEeeeeEeeeEeEeeEeEeEeeEEEeeeeEeeeeeeeEEeE"
isNative: true
nativeLabel: "bancor"
prices:
- tokenPair: ["ETH", "USDT"]
historical: [ 1308.02, 1308.8, 1311.92, 1310.16, 1317.25, 1322.77, 1318.27, 1319.88, 1319.57, 1326.06, 1335.68, 1337.9, 1341.56, 1334.99, 1330.12, 1321.53, 1318.61, 1320.92, 1320.39, 1327.42, 1324.64, 1321.26, 1324.71, 1328.15, 1327.15, 1324.91, 1323.23, 1328.31, 1329.89, 1333.77, 1329.32, 1325.63, 1328.28, 1332.12, 1333.97, 1330.27, 1331.95, 1341.08, 1339.48, 1341.98, 1339.01, 1334.46, 1335.62, 1337.75, 1337.92, 1330.2, 1331.07, 1330.56, 1330.87, 1333.51, 1335.52, 1334.67, 1335.13, 1336.13, 1336.45, 1332.47, 1333.26, 1332.51, 1323.04, 1325.01, 1327.57, 1337.72, 1342.92, 1341.56, 1342.63, 1349.32, 1389.39, 1415.23, 1401.46, 1399.59, 1400.99, 1403.48, 1395.14, 1398.93, 1398.45, 1400.33, 1400.03, 1399.83, 1397.78, 1397.78, 1256.29, 1259.61, 1257.04, 1262.56, 1260.08, 1257.5, 1257.03, 1258.41, 1257.3, 1258.06, 1254.94, 1257.08, 1254.53, 1259.55, 1259.83, 1259.38, 1268.95, 1273.24, 1278.5, 1277.58, 1276.54, 1275.59, 1279.41, 1288.75, 1290.7, 1292.15, 1290.85, 1300.64, 1297.31, 1295.79, 1297.08, 1301.64, 1294.3, 1296.01, 1295.13, 1290.31, 1285.83, 1285.11, 1266.59, 1259.74, 1264.73, 1262.31, 1253.67, 1256.51, 1259.65, 1259.1, 1259.41, 1266.6, 1263.56, 1265.51, 1261.82, 1261.33, 1256.76, 1260.68, 1260.39, 1262.71, 1255.77, 1252.36, 1256.08, 1257.79, 1253.96, 1251.27, 1254.4, 1255.02, 1251.7, 1249.23, 1250.13, 1253.02, 1255.81, 1252.88, 1271.32, 1268.8, 1265.13, 1265.58, 1262.27, 1263.31, 1260.28, 1250.22, 1224.63, 1228.95, 1230.79, 1229.97, 1224.97, 1224.34, 1232.75, 1233.41, 1233.85, 1229.35, 1231.09, 1229.04, 1232.11, 1231.75, 1232.36, 1230.39, 1231.18, 1227.17, 1227.13, 1232.91, 1231.86, 1228.09, 1228.84, 1228.81, 1232.73, 1233.71, 1229.98, 1233.27, 1240.4, 1239.18, 1244.69, 1247.55, 1249.91, 1251.1, 1254.52, 1287.3, 1283.9, 1278.95, 1278.42, 1284.3, 1280.18, 1277.02, 1281.51, 1281.06, 1283.98, 1283.57, 1280.96, 1279.71, 1282.43, 1280.18, 1285.01, 1284.9, 1287.83, 1286.05, 1275.03, 1272.96, 1277.6, 1275.31, 1274.11, 1268.85, 1269.05, 1262.37, 1260.02, 1264.13, 1263.1, 1264.3, 1265.55, 1263.53, 1265.2, 1264.23, 1263.09, 1265.18, 1264.57, 1263.31, 1265.18, 1265.43, 1266.18, 1266.64, 1268.04, 1271.69, 1278.26, 1274.21, 1267.49, 1272.25, 1272.2, 1273.16, 1267.94, 1269.12, 1266.35, 1268.36, 1271.24, 1269.99, 1272.68, 1273.47, 1275.68, 1273.8, 1276.49, 1274.16, 1271.99, 1272.79, 1273.45, 1274.52, 1272.67, 1272.58, 1273.38, 1273.83, 1274.27, 1279.49, 1274.39, 1265.57, 1264.99, 1262.31, 1263.01, 1254.08, 1257.15, 1244.77, 1243.83, 1246.54, 1247.5, 1246.72, 1246.46, 1247.97, 1252.41, 1255.3, 1254.4, 1247.99, 1247.2, 1251.21, 1249.35, 1251.27, 1253.8, 1254.66, 1254.58, 1266.68, 1275.02, 1272.45, 1275.4, 1270.38, 1267.53, 1271.12, 1269.65, 1272.42, 1272.31, 1267.54, 1266.41, 1265.16, 1278.04, 1279.48, 1286.93, 1290.18, 1337.88, 1332.51, 1323.78, 1321.62, 1307.91, 1316.39, 1316.41, 1317.89, 1319.58, 1319.83, 1320.69, 1325.05, 1321.01, 1319.47, 1319.79, 1318.72, 1320.88, 1322.05, 1322.5, 1324.13, 1321.73, 1323.47, 1326.49, 1332.66, 1327.84, 1340.79, 1338.32, 1336.25, 1335.08, 1332.73, 1307.54, 1308.51, 1310.94, 1311.79, 1307.44, 1304.8, 1286.01, 1291.42, 1292.04, 1291.95, 1290.32, 1289.56, 1287.27, 1283.79, 1288.26, 1286.73, 1291.27, 1286.66, 1275.5, 1269.98, 1270.32, 1270.02, 1270.08, 1272.21, 1275.04, 1271.32, 1264.44, 1263.39, 1266.54, 1273.41, 1268.05, 1269.87, 1271.79, 1269.68, 1271.04, 1271.13, 1277.77, 1244.62, 1212.89, 1209.35, 1212.83, 1213.62, 1207.91, 1214.56, 1203.63, 1188.63, 1193.66, 1195.81, 1202.5, 1204.51, 1194.93, 1178.72, 1166.83, 1172.69, 1169.34, 1173.85, 1175.3, 1180.23, 1177.21, 1180.71, 1183.72, 1180.27, 1176.77, 1184.07, 1180.05, 1179.45, 1177.63, 1177.09, 1180.09, 1178.42, 1174.29, 1177.17, 1176.79, 1177.66, 1178.59, 1185.84, 1187.16, 1184.93, 1182.01, 1186.58, 1187.54, 1191.29, 1187.2, 1185.69, 1186.89, 1187.43, 1177.8, 1180.2, 1182.28, 1181.17, 1178.67, 1174.82, 1174.39, 1177.62, 1178.32, 1179.93, 1183.56, 1185.62, 1182.45, 1187.57, 1183.06, 1189.25, 1190.3, 1183.77, 1179.27, 1182.11, 1178.97, 1182.07, 1179.86, 1183.81, 1184.3, 1186.53, 1183.28, 1186.54, 1182.66, 1186.43, 1179.79, 1175.93, 1173.56, 1168.77, 1170.8, 1176.26, 1175.99, 1162.52, 1167.82, 1172.17, 1185.82, 1193.06, 1192.57, 1208.35, 1208.44, 1212.77, 1208.31, 1211.1, 1210.84, 1208.23, 1212.31, 1213.54, 1210.65, 1218.13, 1217.04, 1211.78, 1212.49, 1214.68, 1216.78, 1212.98, 1216.16, 1215.49, 1216.94, 1208.94, 1212.45, 1210.52, 1210.53, 1206.83, 1210.75, 1211.7, 1210.93, 1215.34, 1215.26, 1216.77, 1216.61, 1213.24, 1214.99, 1211.1, 1215.6, 1208.68, 1211.59, 1209.9, 1208.58, 1209.72, 1211.91, 1209.67, 1213.78, 1217.64, 1212.77, 1214.59, 1214.81, 1211.74, 1211.13, 1211.11, 1213.86, 1215.38, 1218.68, 1217.04, 1217.49, 1215.35, 1210.25, 1192.92, 1186.59, 1190.7, 1187.31, 1189.39, 1194.91, 1217.37, 1215.04, 1215.93, 1217.71, 1215.27, 1217.06, 1224.63, 1223.99, 1223.51, 1221.18, 1221.4, 1221.84, 1218.48, 1219.38, 1224.27, 1223.0, 1224.75, 1220.8, 1215.3, 1219.15, 1217.53, 1218.84, 1218.45, 1219.98, 1219.82, 1221.53, 1218.43, 1219.99, 1219.2, 1215.97, 1216.76, 1218.83, 1217.47, 1216.8, 1216.83, 1220.44, 1218.27, 1218.3, 1218.2, 1219.54, 1217.79, 1218.02, 1218.39, 1219.15, 1219.01, 1219.85, 1221.94, 1223.6, 1221.85, 1218.92, 1218.57, 1220.41, 1221.62, 1221.85, 1220.15, 1221.37, 1219.0, 1218.91, 1219.21, 1219.8, 1220.05, 1221.01, 1218.87, 1217.54, 1218.39, 1218.09, 1214.24, 1210.91, 1211.67, 1209.31, 1209.04, 1209.51, 1206.34, 1218.74, 1217.31, 1218.51, 1218.39, 1221.35, 1222.01, 1220.91, 1220.29, 1219.92, 1219.25, 1220.69, 1219.49, 1219.24, 1219.0, 1220.42, 1219.7, 1215.78, 1216.85, 1215.37, 1216.71, 1214.86, 1213.85, 1217.52, 1217.39, 1216.93, 1218.57, 1228.11, 1224.62, 1223.21, 1224.57, 1223.69, 1224.34, 1222.74, 1224.22, 1222.16, 1216.95, 1222.28, 1221.42, 1219.38, 1216.83, 1217.41, 1209.95, 1211.22, 1210.31, 1207.37, 1206.67, 1211.1, 1209.45, 1211.46, 1211.2, 1211.55, 1208.44, 1209.36, 1206.12, 1197.72, 1197.46, 1191.31, 1194.21, 1194.59, 1194.74, 1196.01, 1196.51, 1196.3, 1194.05, 1194.92, 1204.58, 1189.24, 1193.08, 1196.58, 1196.63, 1193.04, 1194.44, 1187.54, 1185.71, 1190.15, 1194.0, 1191.57, 1191.69, 1194.95, 1195.66, 1195.33, 1193.9, 1194.97, 1192.09, 1199.2, 1199.59, 1198.84, 1199.24, 1200.49, 1202.06, 1201.17, 1200.93, 1197.87, 1200.35, 1198.44, 1196.38, 1195.1, 1197.81, 1200.49, 1200.03, 1195.99, 1197.68, 1197.59, 1197.9, 1193.98, 1193.86, 1188.26, 1191.07, 1192.7, 1190.94, 1190.7, 1192.18, 1190.66, 1189.32, 1195.07, 1195.52, 1195.55, 1197.65, 1194.89, 1197.41, 1198.27, 1198.2, 1199.99, 1197.41, 1196.35, 1196.38, 1194.42, 1195.41, 1193.53, 1195.2, 1196.84, 1196.06, 1196.4, 1198.46, 1197.2, 1197.58, 1201.1, 1203.44, 1202.86, 1202.79, 1200.78, 1199.6, 1202.65, 1202.34, 1200.1, 1196.19, 1196.13, 1194.09, 1196.02, 1195.4, 1194.04, 1192.92, 1194.54, 1194.81, 1195.06, 1194.28, 1196.48, 1197.14, 1196.34, 1197.17, 1195.26, 1194.5, 1196.81, 1197.34, 1200.68, 1200.92, 1201.78, 1201.4, 1202.85, 1201.03, 1200.34, 1198.16, 1195.16, 1196.79, 1201.94, 1201.85, 1202.35, 1201.58, 1213.09, 1215.94, 1217.18, 1217.75, 1217.35, 1216.62, 1214.95, 1216.78, 1219.0, 1216.51, 1217.08, 1218.03, 1218.87, 1218.4, 1219.79, 1215.11, 1214.0, 1215.55, 1214.14, 1214.22, 1215.59, 1213.54, 1217.86, 1216.8, 1216.61, 1215.63, 1217.48, 1215.73, 1214.98, 1215.35, 1216.4, 1210.33, 1211.76, 1207.71, 1208.75, 1207.88, 1209.5, 1211.0, 1211.48, 1212.69, 1214.55, 1213.53, 1224.1, 1231.6, 1250.74, 1250.35, 1248.02, 1250.51, 1252.0, 1250.74, 1249.68, 1249.82, 1251.58, 1250.99, 1253.72, 1250.94, 1255.88, 1254.02, 1260.49, 1261.87, 1254.38, 1251.27, 1252.66, 1253.31, 1256.9, 1253.97, 1254.29, 1254.02, 1252.77, 1253.19, 1253.46, 1250.97, 1251.03, 1250.74, 1248.71, 1251.51, 1255.91, 1252.92, 1247.5, 1248.21, 1249.11, 1248.64, 1247.34, 1251.32, 1253.62, 1253.73, 1252.49, 1250.75, 1251.24, 1255.67, 1251.36, 1251.98, 1251.02, 1251.09, 1249.41, 1247.78, 1247.7, 1249.39, 1248.3, 1245.38, 1243.4, 1243.9, 1250.42, 1248.33, 1263.01, 1264.19, 1263.57, 1266.74, 1273.13, 1265.88, 1266.27, 1269.68, 1269.14, 1270.95, 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1.0, 1.0002, 1.0002, 1.0002, 1.0002, 1.0003, 1.0003, 1.0002, 1.0002, 1.0003, 1.0003, 1.0003, 1.0001, 1.0, 1.0, 1.0001, 0.9999, 1.0, 1.0, 0.9999, 1.0, 0.9999, 0.9999, 0.9999, 0.9999, 0.9998, 0.9999, 0.9999, 0.9999, 0.9999, 0.9998, 0.9998, 0.9997, 0.9997, 0.9997, 0.9998, 0.9998, 0.9998, 0.9998, 0.9997, 0.9996, 0.9997, 0.9997, 0.9997, 0.9996, 0.9997, 0.9997, 0.9997, 0.9997, 0.9997, 0.9996, 0.9997, 1.0, 1.0002, 1.0001, 1.0002, 1.0001, 1.0001, 1.0001, 1.0001, 0.9998, 0.9998, 0.9998, 0.9998, 0.9998, 0.9999, 0.9999, 1.0, 0.9999, 0.9999, 1.0, 0.9999, 1.0, 0.9999, 0.9999, 0.9997, 1.0, 1.0, 1.0001, 1.0001, 0.9999, 1.0, 0.9997, 0.9999, 0.9999, 1.0, 0.9999, 0.9998, 0.9998, 0.9998, 0.9999, 0.9999, 0.9998, 0.9998, 0.9997, 0.9997, 0.9998, 0.9998, 0.9998, 0.9997, 0.9998, 0.9998, 0.9998, 0.9996, 0.9997, 0.9997, 0.9997, 0.9998, 1.0, 0.9998, 0.9989, 0.9995, 0.9995, 0.9995, 0.9996, 0.9996, 0.9997, 0.9998, 0.9999, 0.9997, 0.9998, 0.9998, 0.9998, 0.9998, 0.9998, 0.9997, 0.9997, 0.9997, 0.9997, 0.9997, 0.9998, 0.9998, 0.9998, 0.9999, 0.9999, 0.9999, 0.9999, 0.9998, 0.9997, 0.9997, 0.9997, 0.9997, 0.9997, 0.9998, 0.9998, 0.9997, 0.9997, 0.9998, 0.9998, 0.9999, 1.0, 1.0, 1.0, 1.0, 1.0002, 1.0002, 1.0002, 1.0002, 1.0002, 1.0001, 1.0001, 1.0002, 1.0001, 1.0001, 1.0001, 1.0001, 1.0, 1.0, 0.9999, 1.0, 1.0, 1.0, 1.0001, 1.0, 1.0001, 1.0002, 1.0002, 1.0001, 1.0002, 1.0001, 1.0002, 1.0002, 1.0001, 1.0001, 1.0001, 1.0001, 1.0001, 1.0001, 1.0, 1.0001, 1.0, 1.0001, 1.0001, 1.0, 1.0001, 1.0002, 1.0001, 1.0002, 1.0002 ]
priceSimulator:
price_names: [["ETH", "USDT"], ["USDT", "DAI"], ["BNT", "USDT"]]
historicalDataBlockRange: [16085600, 16085610]
maturity: 1.0
granularity: 1
random_seed_price: 42
random_seed_sigma: 42
random_seed_black_swan: 42
volatility_mode: "cccgarch"
settings:
volatility_scale: 1.0
market_drift: 2.0
enable_black_swan_event: false
black_swan_must_happen_by: 0.8
black_swan_cannot_happen_before: 0.3
black_swan_range: [0.3, 0.5]
black_swan_step_length: 100
black_swan_kappa: 0.3
black_swan_theta: 0.02
black_swan_xi: 0.1
max_percentage_change: 0.2
max_value_percentage: 1.0
min_value_percentage: 1.0
asset_settings:
- price_name: ["USDT", "DAI"]
settings:
market_drift: 2.0
enable_black_swan_event: false
max_percentage_change: 0.001
max_value_percentage: 0.001
min_value_percentage: 0.001
postprocessing:
- name: "aggregate"
content:
steps:
0: 60
is_ohlc: true
agentClasses:
- class: "lp"
models: ["bancor_lp_action", "bancor_lp_volume"]
agentInitialization:
code: |
def custom_agent_class_initialization(agent, environment, metric_collector):
agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))
custom_agent_class_initialization(a, b, metric_collector)
agentPreStep:
code: |
def custom_agent_class_pre_step(agent, environment, metric_collector):
# A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
current_tokens = set(agent.get_wallet().get_token_names())
# A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
simulated_tokens = list(environment.get_current_prices().keys())
step_list = []
for token in simulated_tokens:
if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
token.upper() != 'BNTUSDT':
step = AgentStep()
step.token = token
step_list.append(step)
agent.set_step_list(step_list)
custom_agent_class_pre_step(a, b, metric_collector)
agentFeatureVector:
code: |
def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
token = step.token
non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
coins_abr = {
'BNT': 0,
'LINK': 1,
'ETH': 2,
'DAI': 3,
'WBTC': 4
}
# same as for traders, calculate asset specific features
vol = get_volatility_custom(environment=environment, lookback=14400)[token]
change = environment.get_state().token_states[token].price_change
# calculate asset share
share = agent.get_wallet().get_token_share(non_usdt_token)
return np.array([coins_abr[non_usdt_token], change, vol, share])
agentStep:
code: |
def custom_agent_class_step(agent, step, environment, metric_collector):
try:
model_output = step.get_model_output()
action = model_output['bancor_lp_action'][0][0]
quantity = model_output['bancor_lp_volume'][0][0][0]
token = step.token
non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
token_address = get_token_address(environment, non_usdt_token)
quantity = int(quantity)
if action == 1:
agent.set_latest_action("deposit")
agent.get_client().bancor_network.deposit(token_address, quantity).transact(generate_tx_details(agent.get_address()))
agent.add_affected_token(token)
elif action == 2:
pending_withdrawals = agent.get_variable('withdrawal_request_ids_by_token')[non_usdt_token]
if len(pending_withdrawals) > 0:
agent.set_latest_action("withdrawal")
environment.get_client().bancor_network.withdraw(pending_withdrawals[0]).transact({'from': agent.get_address()})
else:
agent.set_latest_action("cooldown")
withdrawal_request_id = environment.get_client().bancor_network.initWithdrawal(
token_address, quantity).transact({'from': agent.get_address()})
agent.get_variable('withdrawal_request_ids_by_token')[non_usdt_token].append(withdrawal_request_id)
else:
agent.set_latest_action('nothing')
except Exception as e:
agent.set_latest_action('nothing')
custom_agent_class_step(a, b, c, metric_collector)
agentPostStep:
code: |
def custom_agent_class_post_step(agent, environment, metric_collector):
pass
custom_agent_class_post_step(a, b, metric_collector)
- class: "arb"
agentInitialization:
code: |
def custom_agent_class_initialization(agent, environment, metric_collector):
agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))
custom_agent_class_initialization(a, b, metric_collector)
agentPreStep:
code: |
def custom_agent_class_pre_step(agent, environment, metric_collector):
# A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
current_tokens = set(agent.get_wallet().get_token_names())
# A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
simulated_tokens = list(environment.get_current_prices().keys())
step_list = []
for token in simulated_tokens:
if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
token.upper() != 'BNTUSDT':
step = AgentStep()
step.token = token
step_list.append(step)
agent.set_step_list(step_list)
custom_agent_class_pre_step(a, b, metric_collector)
agentFeatureVector:
code: |
def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
return np.array([])
agentStep:
code: |
def custom_agent_class_step(agent, step, environment, metric_collector):
token = step.token
non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
agent.set_latest_action('arb')
token_address = get_token_address(environment, non_usdt_token)
current_prices = environment.get_current_prices()
tkn_price = Decimal(str(current_prices[token]))
bnt_price = Decimal(str(current_prices['BNTUSDT']))
trading_liquidity = environment.get_client().bancor_network_info.tradingLiquidity(token_address).call()
bnt_trading_liquidity = Decimal(str(trading_liquidity[0]))
tkn_trading_liquidity = Decimal(str(trading_liquidity[1]))
trading_fee = Decimal(str(environment.get_state().token_states[token].swap_fee
if environment.get_state() is not None else environment.get_swap_fee(non_usdt_token)))
trade_amt, source_token, target_token = process_arbitrage_trade(
non_usdt_token,
tkn_price,
bnt_price,
bnt_trading_liquidity,
tkn_trading_liquidity,
trading_fee,
)
from_address = agent.get_address()
if not environment.get_client().is_checksum_address(from_address):
from_address = environment.get_client().to_checksum_address(from_address)
source_token_address = get_token_address(environment, source_token)
if not environment.get_client().is_checksum_address(source_token_address):
source_token_address = environment.get_client().to_checksum_address(source_token_address)
target_token_address = get_token_address(environment, target_token)
if not environment.get_client().is_checksum_address(target_token_address):
target_token_address = environment.get_client().to_checksum_address(target_token_address)
trade_amount = int(trade_amt)
min_return_amount = 1 # Accept any amount returned by the trade, cannot be 0
deadline = int(time.time()) + 3600
if not agent.get_wallet().has_token(source_token) or \
trade_amount > agent.get_wallet().get_token(source_token).get_quantity() or \
trade_amount == 0:
agent.set_latest_action('nothing')
else:
try:
trade_by_source_amount(
environment=environment,
from_address=from_address,
source_token=source_token_address,
target_token=target_token_address,
source_amount=trade_amount,
min_return_amount=min_return_amount,
deadline=deadline,
beneficiary=from_address
)
swap_fee = environment.get_swap_fee(non_usdt_token)
environment.add_revenue(environment.get_client().get_chain().get_token(
non_usdt_token, native_token_name='bancor').get_token_quantity_as_decimal(
non_usdt_token, trade_amount) * swap_fee)
agent.add_affected_token(source_token)
agent.add_affected_token(target_token)
print(f'{from_address}: Trade Success')
except ContractLogicError as e:
print(f'{from_address}: Arb ContractLogicError, {e}')
agent.set_latest_action('nothing')
custom_agent_class_step(a, b, c, metric_collector)
agentPostStep:
code: |
def custom_agent_class_post_step(agent, environment, metric_collector):
pass
custom_agent_class_post_step(a, b, metric_collector)
- class: "trader"
models: ["bancor_trader"]
agentInitialization:
code: |
def custom_agent_class_initialization(agent, environment, metric_collector):
agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))
custom_agent_class_initialization(a, b, metric_collector)
agentPreStep:
code: |
def custom_agent_class_pre_step(agent, environment, metric_collector):
# A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
current_tokens = set(agent.get_wallet().get_token_names())
# A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
simulated_tokens = list(environment.get_current_prices().keys())
step_list = []
for token in simulated_tokens:
if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
token.upper() != 'BNTUSDT':
step = AgentStep()
step.token = token
step_list.append(step)
agent.set_step_list(step_list)
custom_agent_class_pre_step(a, b, metric_collector)
agentFeatureVector:
code: |
def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
token = step.token
non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
# get number for respective asset
code_coins = {
'ETH': 0,
'DAI': 1,
'LINK': 2,
'WBTC': 3,
'VBNT': 4
}
# if asset is non-bnt, select the respective asset to be traded for bnt
if non_usdt_token != 'bnt':
token_to = code_coins[non_usdt_token]
token_from = 5
# if not, the only other asset held by the user is selected
else:
token_to = 5
token_from = code_coins[random.choice(
[x for x in list(agent.get_wallet().get_token_names()) if
x not in ['bneth', 'bnlink', 'bndai', 'bnbnt', 'bnwbtc', 'bnvbnt', 'bnt']])]
# get the volatility of the past 24 hour for the chosen asset
# and calculate the price change over the past hour
vol = get_volatility_custom(environment=environment, lookback=14400)[token]
change = environment.get_state().token_states[token].price_change
# get swapping fee of asset
swap_fee = environment.get_state().token_states[token].swap_fee \
if environment.get_state() is not None else environment.get_variable('swap_fee')
# get difference in spot rate vs ground truth
delta_price = environment.get_state().token_states[token].price_discrepancy
return np.array([token_to, token_from, change, vol, delta_price, swap_fee])
agentStep:
code: |
def custom_agent_class_step(agent, step, environment, metric_collector):
model_output = step.get_model_output()
quantity = model_output['bancor_trader'][0][0][0]
token = step.token
non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
agent.set_latest_action('trade')
if non_usdt_token != 'bnt':
target_tkn = 'bnt'
else:
target_tkns = [
x for x in [
x for x in list(agent.get_wallet().get_token_names())
if float(agent.get_wallet().get_token(x).get_quantity()) > 0 and len(x) < 5
]
if x != 'bnt'
]
target_tkn = random.choice(target_tkns)
target_tkn = target_tkn.upper()
from_address = agent.get_address()
if not environment.get_client().is_checksum_address(from_address):
from_address = environment.get_client().to_checksum_address(from_address)
source_token_address = get_token_address(environment, non_usdt_token)
if not environment.get_client().is_checksum_address(source_token_address):
source_token_address = environment.get_client().to_checksum_address(source_token_address)
target_token_address = get_token_address(environment, target_tkn)
if not environment.get_client().is_checksum_address(target_token_address):
target_token_address = environment.get_client().to_checksum_address(target_token_address)
try:
scaled_quantity = int(agent.get_wallet().get_token(non_usdt_token).get_quantity() * quantity)
if scaled_quantity <= 0:
agent.set_latest_action('nothing')
else:
min_return_amount = 1 # Accept any amount returned by the trade, cannot be 0
deadline = int(time.time()) + 3600
trade_by_source_amount(
environment=environment,
from_address=from_address,
source_token=source_token_address,
target_token=target_token_address,
source_amount=scaled_quantity,
min_return_amount=min_return_amount,
deadline=deadline,
beneficiary=from_address
)
swap_fee = environment.get_swap_fee(non_usdt_token)
environment.add_revenue(environment.get_client().get_chain().get_token(non_usdt_token, native_token_name='bancor').get_token_quantity_as_decimal(scaled_quantity) * swap_fee)
agent.add_affected_token(non_usdt_token)
agent.add_affected_token(target_tkn)
except KeyError:
agent.set_latest_action('nothing')
except ContractLogicError as e:
print(f'{from_address}: Trader ContractLogicError, {e}')
agent.set_latest_action('nothing')
custom_agent_class_step(a, b, c, metric_collector)
agentPostStep:
code: |
def custom_agent_class_post_step(agent, environment, metric_collector):
pass
custom_agent_class_post_step(a, b, metric_collector)
agents:
- class: "lp"
address: "0x6429FEe053768Ffa90a59cAfb98Ca9E8F6471211"
holdings:
- token: "bnWBTC"
amount: 4338109590
- token: "ETH"
amount: 2847843290371928722
- token: "DAI"
amount: 2847843290371928722
- class: "lp"
address: "0xaE8E931EEd550031EdA61FC4410521d81F2BfBdd"
holdings:
- token: "ETH"
amount: 38149448412523823
- token: "bnETH"
amount: 293109236868274071
- class: "lp"
address: "0xB494096548aA049C066289A083204E923cBf4413"
holdings:
- token: "ETH"
amount: 200452552214377241
- token: "bnDAI"
amount: 424551004385920620748341
- token: "bnLINK"
amount: 9258283976382964422773
- class: "arb"
address: "0x0000000000590B74eb97457BF7b3Ff6D63C6Fde2"
holdings:
- token: "wBTC"
amount: 597549
- token: "DAI"
amount: 2092528816071425678876
- class: "arb"
address: "0x000000000035B5e5ad9019092C665357240f594e"
holdings:
- token: "ETH"
amount: 53446560947305007281
- token: "DAI"
amount: 85286644566652253
- token: "LINK"
amount: 122
- token: "wBTC"
amount: 4182
- class: "trader"
address: "0xd95bC5313DE0212B7f25c2ed3D469B38D2764655"
holdings:
- token: "LINK"
amount: 390865361756729618963
- token: "ETH"
amount: 340240061250874112
- class: "trader"
address: "0x0F1EB8D77df90657AAE638e32C152A6Ec36eF4ff"
holdings:
- token: "ETH"
amount: 461946969788171194
- class: "trader"
address: "0x31F9f469b73DaA49E50d0111058172763F799302"
holdings:
- token: "ETH"
amount: 2050707098293847511
- token: "DAI"
amount: 2035647517044695744350
- class: "trader"
address: "0x8558FE88F8439dDcd7453ccAd6671Dfd90657a32"
holdings:
- token: "ETH"
amount: 6906817074217000000000
- token: "wBTC"
amount: 406020100000
- class: "trader"
address: "0xD9b17f6eFE0b4a973e67146D17c43017BBcF7bB8"
holdings:
- token: "ETH"
amount: 11000000000000000000
mint: true
- token: "BNT"
amount: 8293000000000000000000
mint: true
models:
- alias: "bancor_lp_action"
location: "models/action_user.onnx"
- alias: "bancor_lp_volume"
wandb_artifact: "almanak/uncategorized/amount_user.onnx:latest"
- alias: "bancor_trader"
wandb_artifact: "almanak/uncategorized/trader.onnx:latest"
contracts:
- abi: '[{"inputs": [], "stateMutability": "nonpayable", "type": "constructor"}, {"inputs": [{"internalType": "uint256", "name": "_value", "type": "uint256"}], "name": "increment", "outputs": [], "stateMutability": "nonpayable", "type": "function"}, {"inputs": [], "name": "number", "outputs": [{"internalType": "uint256", "name": "", "type": "uint256"}], "stateMutability": "view", "type": "function"}, {"inputs": [], "name": "reset", "outputs": [], "stateMutability": "nonpayable", "type": "function"}]'
alias: "incrementer"
installable:
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alias: "bancor_pool_collection"
- abi: '[{"inputs":[{"internalType":"string","name":"name","type":"string"},{"internalType":"string","name":"symbol","type":"string"},{"internalType":"uint8","name":"initDecimals","type":"uint8"},{"internalType":"contract Token","name":"initReserveToken","type":"address"}],"stateMutability":"nonpayable","type":"constructor"},{"inputs":[],"name":"AccessDenied","type":"error"},{"inputs":[],"name":"InvalidAddress","type":"error"},{"inputs":[],"name":"InvalidExternalAddress","type":"error"},{"inputs":[],"name":"SameOwner","type":"error"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"owner","type":"address"},{"indexed":true,"internalType":"address","name":"spender","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Approval","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"prevOwner","type":"address"},{"indexed":true,"internalType":"address","name":"newOwner","type":"address"}],"name":"OwnerUpdate","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"from","type":"address"},{"indexed":true,"internalType":"address","name":"to","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Transfer","type":"event"},{"inputs":[],"name":"DOMAIN_SEPARATOR","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"acceptOwnership","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"},{"internalType":"address","name":"spender","type":"address"}],"name":"allowance","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"approve","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"account","type":"address"}],"name":"balanceOf","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"burn","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"burnFrom","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"decimals","outputs":[{"internalType":"uint8","name":"","type":"uint8"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"subtractedValue","type":"uint256"}],"name":"decreaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"addedValue","type":"uint256"}],"name":"increaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"mint","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"name","outputs":[{"internalType":"string","name":"","type":"string"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"newOwner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"}],"name":"nonces","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"owner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"},{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"value","type":"uint256"},{"internalType":"uint256","name":"deadline","type":"uint256"},{"internalType":"uint8","name":"v","type":"uint8"},{"internalType":"bytes32","name":"r","type":"bytes32"},{"internalType":"bytes32","name":"s","type":"bytes32"}],"name":"permit","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"reserveToken","outputs":[{"internalType":"contract Token","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"symbol","outputs":[{"internalType":"string","name":"","type":"string"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"totalSupply","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transfer","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"from","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transferFrom","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"ownerCandidate","type":"address"}],"name":"transferOwnership","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"version","outputs":[{"internalType":"uint16","name":"","type":"uint16"}],"stateMutability":"pure","type":"function"}]'
address: ""
alias: "bancor_pool_token"
code:
environmentInitialization:
file: code/environmentInitialization.py
agentInitialization:
file: code/agentInitialization.py
environmentPreStep:
file: code/environmentPreStep.py
agentPreStep:
file: code/agentPreStep.py
agentFeatureVector:
file: code/agentFeatureVector.py
agentStep:
file: code/agentStep.py
agentPostStep:
file: code/agentPostStep.py
environmentPostStep:
file: code/environmentPostStep.py
agentTeardown:
file: code/agentTeardown.py
environmentTeardown:
file: code/environmentTeardown.py
reward:
file: code/reward.py
environmentMisc:
file: code/environmentMisc.py
agentMisc:
file: code/agentMisc.py
metrics:
prebuild:
balance:
enabled: true
runsOn: ["agentPreStep"]
step_action:
enabled: true
runsOn: ["agentStep"]
transactions:
enabled: true