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arbitrage_finder.hpp
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arbitrage_finder.hpp
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#pragma once
#include <iostream>
#include <unordered_map>
#include <unordered_set>
#include <vector>
#include <cmath>
#include <algorithm>
#include <limits>
#include <tuple>
#include <thread>
#include <mutex>
#include <assert.h>
#include "graph.hpp"
#include "combinations.hpp"
using namespace std;
/*
*
* Struct designed for log data storage and arbitrage validation outside of inital discovery
*
*/
struct TrackProfit
{
string from;
string to;
long double orderPrice;
string bidOrask;
string exchange;
};
/*
*
* Computes from log representation of edge weight to
* double decimal representation of edge weight
*
*/
long double WeightConversion(long double conversionMetric){
return exp(conversionMetric);
}
/*
*
* Helpful method that prints out the trades of an arbitrage opportunity
*
*/
void PrintCycle(vector<TrackProfit> cycleVec)
{
cout << "Arbitrage Detected!" << endl;
for (int i = 0; i < cycleVec.size() - 1; i++)
{
cout << cycleVec[i].from << " --> ";
}
cout << cycleVec[cycleVec.size() - 1].from << " --> " << cycleVec[cycleVec.size() - 1].to << endl;
}
/*
*
* Helpful method that prints out contents of a string vector
*
*/
void printVector(const vector<string> &vec)
{
for (const string &str : vec)
{
cout << str << ", ";
}
cout << endl;
}
/*
*
* Helpful method that prints out contents of a double vector
*
*/
void PrintVector(vector<double> &vec)
{
for (double &num : vec)
{
cout << num << ", ";
}
cout << endl;
}
/*
*
* Helpful method that prints out contents of a hash set vector
*
*/
void printUnorderedSet(const unordered_set<string> &set)
{
for (const string &str : set)
{
cout << str << ", ";
}
cout << endl;
}
/*
*
* Helpful method that prints out contents of a hash map vector
*
*/
void printUnorderedMap(const unordered_map<string, string> &map)
{
for (auto access : map)
{
cout << "From: " << access.first << ", To: " << access.second << endl;
}
cout << endl;
}
/*
*
* Print method for log message of tracking profitability
*
*/
void printArbInfo(vector<TrackProfit> &arbPath, unordered_map<string, double> &feeMap)
{
for(int i = 0; i < arbPath.size(); i++){
cout << "From " << arbPath[i].from << " to " << arbPath[i].to;
cout << " via " << arbPath[i].exchange << " using a " << arbPath[i].bidOrask;
cout << " at " << WeightConversion(arbPath[i].orderPrice);
cout << " with " << feeMap[arbPath[i].exchange] * 100 << "% fee" << endl;
}
}
/*
*
* Print method for a checkpoint update on the arbitrage
* find rate overall and since the last checkpoint
*
*/
void CheckPointInfo(int frameworkIterations, int positiveArbs, int &currIterations, int &currArbsFound)
{
if (frameworkIterations % 25 == 0)
{
cout << endl;
cout << "Current iteration: " << frameworkIterations << endl;;
cout << "\t-over last 25 iterations, arbitrage find rate:\t" << (double)currArbsFound/currIterations << "%" << endl;
cout << "\t-overall arbitrage find rate:\t" << (double)positiveArbs/frameworkIterations<< "%" << endl;
cout << endl;
currIterations=0;
currArbsFound=0;
}
}
/*
*
* Print method for determining the profitability
* of a given arbitrage cycle detected
*
*/
void printArbProfitability(vector<TrackProfit> &arbPath, unordered_map<string, double> &feeMap)
{
double currProfit = 0;
int arbLen = arbPath.size();
for (int i=0; i<arbPath.size(); i++){
currProfit += arbPath[i].orderPrice + feeMap[arbPath[i].exchange];
}
cout << "MaxProfit: " << (WeightConversion(currProfit) - 1) * 100 << "% for " << arbLen << "-length path" << endl;
}
/*
*
* Determine the profit from
* a given arbitrage cycle
*
*/
double arbPathMaxProfit(vector<TrackProfit> &arbPath, unordered_map<string, double> &feeMap)
{
double profit = 0;
for (int i = 0; i < arbPath.size(); i++)
{
profit += arbPath[i].orderPrice + log(1-feeMap[arbPath[i].exchange]);
}
profit = (WeightConversion(profit) - 1) * 100;
return profit;
}
/*
*
* Print method for logging Arbitrage path vertex and edges
*
*/
void printArbEdgeInfo(Graph &g, vector<TrackProfit> &arbPath)
{
for (int i = 0; i < arbPath.size(); i++)
{
g.printEdge(arbPath[i].to, arbPath[i].from, arbPath[i].exchange);
g.printEdge(arbPath[i].from, arbPath[i].to, arbPath[i].exchange);
cout << endl;
}
}
/*
*
* Debugging print method for printing some stars
*
*/
void printStars()
{
cout << "*****************" << endl;
}
void LogArbInfo(vector<TrackProfit> &arbPath, unordered_map<string, double> &feeMap, string startCoin, double idealAmountProfit)
{
if (arbPath.size() > 0)
{
cout << startCoin << "->";
for (int i = 0; i < arbPath.size()-1; i++)
cout << arbPath[i].to << "->";
cout << startCoin;
cout << ", tick_p=" << arbPathMaxProfit(arbPath, feeMap) << "%";
cout << ", orbo_p=" << idealAmountProfit << "%" << endl;
}
else
{
cout << "no profitable path detected" << endl;
}
}
/*
*
* Method for determining if current profit is the max profit
*
*/
bool maxProfitCheck(double& maxProfit, double& currProfit, double& lowerThreshold, double& upperThreshold){
if (currProfit > maxProfit && currProfit > lowerThreshold && currProfit < upperThreshold)
{
maxProfit = currProfit;
return true;
}
return false;
}
/*
*
* Method to record information about the most profitable arbitrage path
* Designed to be used for profit validation and order/trade amount optimization
*
*/
void updateMaxPath(vector<TrackProfit>& negCyclePath, vector<Edge> trades)
{
vector<TrackProfit> path (trades.size());
// firstTrade is special case; each edge struct only contains the destination currency
TrackProfit firstTrade {trades[trades.size()-1].to, trades[0].to, trades[0].exPrice, trades[0].bidOrAsk, trades[0].exchange};
path[0] = firstTrade;
// Add each trade edge to the cyclePath for later validation
for(int i = 0; i < trades.size()-1; i++)
{
TrackProfit trade {trades[i].to, trades[i+1].to, trades[i+1].exPrice, trades[i+1].bidOrAsk, trades[i+1].exchange};
path[i+1] = trade;
}
negCyclePath = path;
}
/*
*
* Band-aid struct created to reduce arguments required for arbitrage finding functions
*
*/
struct processInput{
double lowerBound;
double upperBound;
double &maxProfit;
int arbLen;
string source;
};
/*
*
* Algorithm attempts to fill in this path with the most profitable trade
* SourceCoin --> Coin1 --> SourceCoin
*
*/
void ProcessLen2(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars)
{
double currProfit;
/*
*
* Algorithm attempts to fill in this path with the most profitable trade
* SourceCoin --> Coin1 --> SourceCoin
*
*/
for (Edge firstTradeEdge : g.adjacencyList[inputVars.source])
{
// first trade cost
currProfit = (firstTradeEdge.exPrice + firstTradeEdge.fee);
// second trade
for (Edge secondTradeEdge : g.adjacencyList[firstTradeEdge.to])
{
// all arb paths must start and end at the source currencies
if (secondTradeEdge.to == inputVars.source)
{
currProfit += (secondTradeEdge.exPrice + secondTradeEdge.fee);
// need to do a max profit check
if (maxProfitCheck(inputVars.maxProfit, currProfit, inputVars.lowerBound, inputVars.upperBound))
{
vector<Edge> path {firstTradeEdge, secondTradeEdge};
updateMaxPath(negCyclePath, path);
}
break;
}
}
}
}
/*
*
* Algorithm attempts to fill in this path with the most profitable trade
* SourceCoin --> Coin1 --> Coin2 --> SourceCoin
*
*/
void ProcessLen3(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars)
{
double currProfit;
// brute force combinations to maximize profitability
for (Edge firstTradeEdge : g.adjacencyList[inputVars.source])
{
if (firstTradeEdge.to == inputVars.source)
continue;
currProfit += (firstTradeEdge.exPrice + firstTradeEdge.fee);
for (Edge secondTradeEdge : g.adjacencyList[firstTradeEdge.to])
{
if (secondTradeEdge.to == inputVars.source)
continue;
currProfit += (secondTradeEdge.exPrice + secondTradeEdge.fee);
for (Edge thirdTradeEdge : g.adjacencyList[secondTradeEdge.to])
{
// all arb paths must start and end at the source currencies
if (thirdTradeEdge.to == inputVars.source)
{
currProfit += (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
// need to do a max profit check
if (maxProfitCheck(inputVars.maxProfit, currProfit, inputVars.lowerBound, inputVars.upperBound))
{
vector<Edge> path {firstTradeEdge, secondTradeEdge, thirdTradeEdge};
updateMaxPath(negCyclePath, path);
}
currProfit -= (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
break;
}
}
currProfit -= (secondTradeEdge.exPrice + secondTradeEdge.fee);
}
currProfit -= (firstTradeEdge.exPrice + firstTradeEdge.fee);
}
}
/*
*
* Base triangular arbitrage algorithm from ProcessLen3 extrapolated
* for parallel time improvement of 4 path arbitrages
*
*/
void ProcessBase3For4(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars,
Edge firstTradeEdge, double currProfit, mutex &negCyclePath_mutex)
{
for (Edge secondTradeEdge : g.adjacencyList[firstTradeEdge.to])
{
if (secondTradeEdge.to == inputVars.source)
continue;
currProfit += (secondTradeEdge.exPrice + secondTradeEdge.fee);
for (Edge thirdTradeEdge : g.adjacencyList[secondTradeEdge.to])
{
if (thirdTradeEdge.to == inputVars.source)
continue;
currProfit += (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
for (Edge fourthTradeEdge : g.adjacencyList[thirdTradeEdge.to])
{
// all arb paths must start and end at the source currencies
if (fourthTradeEdge.to == inputVars.source)
{
currProfit += (fourthTradeEdge.exPrice + fourthTradeEdge.fee);
// need to do a max profit check
if (maxProfitCheck(inputVars.maxProfit, currProfit, inputVars.lowerBound, inputVars.upperBound))
{
vector<Edge> path {firstTradeEdge, secondTradeEdge, thirdTradeEdge, fourthTradeEdge};
negCyclePath_mutex.lock();
updateMaxPath(negCyclePath, path);
negCyclePath_mutex.unlock();
}
currProfit -= (fourthTradeEdge.exPrice + fourthTradeEdge.fee);
break;
}
}
currProfit -= (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
}
currProfit -= (secondTradeEdge.exPrice + secondTradeEdge.fee);
}
}
/*
*
* Base triangular arbitrage algorithm from ProcessLen3 extrapolated
* for parallel time improvement of 5 path arbitrages
*
*/
void ProcessBase3For5(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars,
Edge firstTradeEdge, Edge secondTradeEdge, double currProfit, mutex &negCyclePath_mutex)
{
for (Edge thirdTradeEdge : g.adjacencyList[secondTradeEdge.to])
{
if (thirdTradeEdge.to == inputVars.source)
continue;
currProfit += (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
for (Edge fourthTradeEdge : g.adjacencyList[thirdTradeEdge.to])
{
if (fourthTradeEdge.to == inputVars.source)
continue;
currProfit += (fourthTradeEdge.exPrice + fourthTradeEdge.fee);
for (Edge fifthTradeEdge : g.adjacencyList[fourthTradeEdge.to])
{
// all arb paths must start and end at the source currencies
if (fifthTradeEdge.to == inputVars.source)
{
currProfit += (fifthTradeEdge.exPrice + fifthTradeEdge.fee);
// need to do a max profit check
if (maxProfitCheck(inputVars.maxProfit, currProfit, inputVars.lowerBound, inputVars.upperBound))
{
vector<Edge> path {firstTradeEdge, secondTradeEdge, thirdTradeEdge, fourthTradeEdge, fifthTradeEdge};
negCyclePath_mutex.lock();
updateMaxPath(negCyclePath, path);
negCyclePath_mutex.unlock();
}
currProfit -= (fifthTradeEdge.exPrice + fifthTradeEdge.fee);
break;
}
}
currProfit -= (fourthTradeEdge.exPrice + fourthTradeEdge.fee);
}
currProfit -= (thirdTradeEdge.exPrice + thirdTradeEdge.fee);
}
}
/*
*
* Algorithm attempts to fill in this path with the most profitable trade
* SourceCoin --> Coin1 --> Coin2 --> Coin3 --> SourceCoin
*
*/
void ProcessLen4(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars)
{
double currProfit;
vector<thread> threads;
mutex negCyclePath_mutex;
// brute force combinations to maximize profitability
for (Edge firstTradeEdge : g.adjacencyList[inputVars.source])
{
currProfit = (firstTradeEdge.exPrice + firstTradeEdge.fee);
threads.push_back(thread(ProcessBase3For4,
ref(g), ref(negCyclePath), ref(inputVars),
ref(firstTradeEdge), ref(currProfit),
ref(negCyclePath_mutex)));
}
for (auto &thread : threads) {
thread.join();
}
}
/*
*
* Algorithm attempts to fill in this path with the most profitable trade
* SourceCoin --> Coin1 --> Coin2 --> Coin3 --> Coin4 --> SourceCoin
*
*/
void ProcessLen5(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars)
{
double currProfit;
mutex negCyclePath_mutex;
vector<thread> threads;
for (Edge firstTradeEdge : g.adjacencyList[inputVars.source])
{
currProfit = (firstTradeEdge.exPrice + firstTradeEdge.fee);
for (Edge secondTradeEdge : g.adjacencyList[firstTradeEdge.to])
{
currProfit += (secondTradeEdge.exPrice + secondTradeEdge.fee);
threads.push_back(thread(ProcessBase3For5, ref(g), ref(negCyclePath),
ref(inputVars), ref(firstTradeEdge), ref(secondTradeEdge),
ref(currProfit), ref(negCyclePath_mutex)));
currProfit -= (secondTradeEdge.exPrice + secondTradeEdge.fee);
}
}
for (thread &thread : threads) {
thread.join();
}
}
void ArbDetectControl(Graph &g, vector<TrackProfit> &negCyclePath, processInput inputVars)
{
double currProfit = 0;
if (inputVars.arbLen > 3)
{
if (inputVars.arbLen == 4)
{
ProcessLen4(g, negCyclePath, inputVars);
}
else if (inputVars.arbLen == 5)
{
ProcessLen5(g, negCyclePath, inputVars);
}
}
if (inputVars.arbLen == 3)
{
ProcessLen3(g, negCyclePath, inputVars);
}
else if (inputVars.arbLen == 2)
{
ProcessLen2(g, negCyclePath, inputVars);
}
}
/*
* O(n^2/p * n^3) brute force algorithm for determining arbitrage profitability
* p is the number of available processors
* Algorithm attempts to fill in this path with the most profitable trade
* source --> Coin1 --> Coin2 --> ... --> source
* - Each --> represents a trade and at each the bid or ask price can be used
*
*/
vector<TrackProfit> ArbDetect(Graph& g, string source, double lowerProfitThreshold, double upperProfitThreshold, int arbLen)
{
double upperBound = log(upperProfitThreshold);
double lowerBound = log(lowerProfitThreshold);
double maxProfit = 0;
vector<TrackProfit> negCyclePath;
processInput arbFindVars = {lowerBound, upperBound, maxProfit, arbLen, source};
ArbDetectControl(g, negCyclePath, arbFindVars);
return negCyclePath;
}