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Strategy vault / Other

Dual Platform Hedge for Practice Seeking Communication and Guidance

Python Dual platform hedging strategy

PythonOther
Author
perseus
Complexity
Intermediate · 233 lines
Parameters
5

Python Dual platform hedging strategy

Parameters

NameDefaultWhat it controls
LoopInterval200Polling Interval(ms)
waitinterval200Wait for trading cycle(ms)
r0.95balance decider
ptruecoefficient of arbitrage profit
q0.2balance trigger

Source Python

import time
import numpy as np

def reject_outliers(arr, m=2):
    final_list = [x for x in arr if (x > np.mean(arr) - 2 * np.std(arr))]
    final_list = [x for x in final_list if (x < np.mean(arr) + 2 * np.std(arr))]
    return final_list

def main():
    '''SetErrorFilter("canceled")'''
     
    LogReset()
    LogProfitReset()
    
    global sellTrue 
    global buyTrue 
    sellTrue = 0 
    buyTrue = 0
    initStocks = 0.0
    initBalance = 0.0
    lastTradeTime = 0
    lastTradeErrExchange = ''
    accountsCache = []
    depthCache=[]
    names = []
    buyPrice=0
    sellPrice=0
    dealtransactioned = False

    for e in exchanges:
        names.append(e.GetName())
        account = _C(e.GetAccount)
        initStocks += account.Stocks
        initBalance += account.Balance
        Log("Switch", e.GetLabel(), "To", e.IO("websocket"))
        
    Log("Total Currency:", _N(initBalance), "Total Asset", _N(initStocks), 'Python:', __import__('sys').version)
    while (True):
        LogStatus(_D())
        if not accountsCache:
            accountsCache = [_C(e.GetAccount) for e in exchanges]
        Sleep(LoopInterval)
        depthA = exchanges[0].GetDepth()
        depthCache.append(depthA)
        if not depthA:
            continue
        depthB = exchanges[1].GetDepth()
        depthCache.append(depthB)
        if not depthB:
            continue
        
                
        '''trade part'''
        
        diffA = _N(depthA.Bids[0].Price - depthB.Asks[0].Price, 3)
        diffB = _N(depthB.Bids[0].Price - depthA.Asks[0].Price, 3)
        LogStatus("APlatform currency, exchanges[0].GetAccount().Stocks, 'A platform money', exchanges[0].GetAccount().Balance, 'B platform currency', exchanges[1].GetAccount().Stocks, 'B platform money'",exchanges[1].GetAccount().Balance)
        
        if diffA > 0:
            buytarget = depthB.Asks[0]
            opAmount=min(depthA.Bids[0].Amount,buytarget.Amount)
            buyAmount=min(opAmount,exchanges[1].GetAccount().Balance/buytarget.Price)
            sellAmount=min(buyAmount,exchanges[0].GetAccount().Stocks)
            
            if diffA > (buyAmount*depthB.Asks[0].Price*0.2/100+sellAmount*depthA.Bids[0].Price*0.2/100)*p:
                Log('buy from B sell at A')
                Log("APlatform currency, exchanges[0].GetAccount().Stocks, 'A platform money', exchanges[0].GetAccount().Balance, 'B platform currency', exchanges[1].GetAccount().Stocks, 'B platform money'",exchanges[1].GetAccount().Balance)
                tradeAmount=min(buyAmount,sellAmount)     
                buyorder =exchanges[1].Buy(buytarget.Price,tradeAmount)
                sellorder = exchanges[0].Sell(depthA.Bids[0].Price,tradeAmount)
                canceller = 0
                    
                    
                while True:
             
                    
                    
                    if (exchanges[1].GetOrder(buyorder).Status == 2) and (exchanges[0].GetOrder(sellorder).Status == 2):
                        Log('deal transactioned')
                        buyPrice = exchanges[1].GetOrder(buyorder).Price
                        sellPrice = exchanges[0].GetOrder(sellorder).Price
                        LogProfit(exchanges[0].GetOrder(sellorder).Amount*exchanges[0].GetOrder(sellorder).Price-exchanges[1].GetOrder(buyorder).Amount*exchanges[1].GetOrder(buyorder).Price)
                        dealtransactioned = True
                        break
                    elif ((exchanges[1].GetOrder(buyorder).Status == 1) or (exchanges[0].GetOrder(sellorder).Status == 1)):
                        buyPrice = exchanges[1].GetOrder(buyorder).Price
                        sellPrice = exchanges[0].GetOrder(sellorder).Price
                        canceller += 1
                        dealtransactioned = True
                        Sleep(200)
                    elif ((exchanges[1].GetOrder(buyorder).Status == 0) and (exchanges[0].GetOrder(sellorder).Status == 0)):
                        Sleep(200)
                        canceller += 1
                    if canceller == 5:        
                        exchanges[1].CancelOrder(buyorder)
                        exchanges[0].CancelOrder(sellorder)
                        Log('deal cancelled')       
                        break    
                
                    

        elif diffB > 0:
            
            opAmount=min(depthB.Bids[0].Amount,depthA.Asks[0].Amount)
            buyAmount=min(opAmount,exchanges[0].GetAccount().Balance/depthA.Asks[0].Price)
            sellAmount=min(buyAmount,exchanges[1].GetAccount().Stocks)
            canceller = 0
            if diffB > (buyAmount*depthA.Asks[0].Price*0.2/100+sellAmount*depthB.Bids[0].Price*0.2/100)*p:
                Log('buy from A sell at B')
                
                tradeAmount=min(buyAmount,sellAmount)
                buyorder=exchanges[0].Buy(depthA.Asks[0].Price,tradeAmount)
                sellorder=exchanges[1].Sell(depthB.Bids[0].Price,tradeAmount)
                canceller =0
                
                while True:
                       
                    if (exchanges[0].GetOrder(buyorder).Status == 2) and (exchanges[1].GetOrder(sellorder).Status == 2):
                        Log('deal transactioned')
                        buyPrice=exchanges[0].GetOrder(buyorder).Price
                        sellPrice=exchanges[1].GetOrder(sellorder).Price
                        LogProfit(exchanges[1].GetOrder(sellorder).Amount*exchanges[1].GetOrder(sellorder).Price-exchanges[0].GetOrder(buyorder).Amount*exchanges[0].GetOrder(buyorder).Price)
                        dealtransactioned = True
                        break
                    elif ((exchanges[0].GetOrder(buyorder).Status == 1) or (exchanges[1].GetOrder(sellorder).Status == 1)):
                        
                        buyPrice=exchanges[0].GetOrder(buyorder).Price
                        sellPrice=exchanges[1].GetOrder(sellorder).Price
                        canceller += 1
                        dealtransactioned = True
                        Sleep(200)
                    elif ((exchanges[0].GetOrder(buyorder).Status == 0) and (exchanges[1].GetOrder(sellorder).Status == 0)):
                        Sleep(200)
                        canceller += 1
                    if canceller == 5:        
                        exchanges[0].CancelOrder(buyorder)
                        exchanges[1].CancelOrder(sellorder)
                        Log('deal cancelled')       
                        break 
              
        '''balance part'''
        for i in [0,1]:
            if dealtransactioned:
                if(exchanges[i].GetAccount().Stocks > (initStocks/2)* q and exchanges[i].GetAccount().Balance < (initBalance/2)*q):           
                    sellwait = 1
                    Log('ready to sell')
                    loopbreaker = 0
                    while (sellwait):
                        
                        if (_N(depthCache[i].Bids[0].Price,3)> buyPrice*r):
                            sellwait = 0

                            break
                        else:
                            Sleep(1000)
                            Log('sellwait')
                            loopbreaker += 1
                        if loopbreaker == 600:
                            '''break'''
                        
                    

                    sellTrue = 1

                    while(sellTrue):
                        dealprice = depthCache[i].Bids[0].Price
                        Log('insufficient money, sell some')
                        idealamount = initBalance/8
                        availamount = exchanges[i].GetAccount().Stocks/2
                        dealamount = min(idealamount,availamount)
                        balancesell = exchanges[i].Sell(depthCache[i].Bids[0].Price, dealamount)
                        Sleep(200)
                        while( exchanges[i].GetOrder(balancesell).Status not in [1,2] ):
                            exchanges[i].CancelOrder(balancesell)
                            if( dealprice > buyPrice):
                                dealprice -= 1
                            balancesell = exchanges[i].Sell(dealprice,dealamount)
                            Sleep(200)
                        '''buyPrice=[]'''
                        Log("Sell Balance finished")
                        sellTrue=0


                if(exchanges[i].GetAccount().Balance > (initBalance/2)*q and exchanges[i].GetAccount().Stocks < (initStocks/2)*q):
                    buywait = 1
                    loopbreaker = 0
                    while (buywait):
                        
                        if(_N(depthCache[i].Asks[0].Price,3)< sellPrice*r):

                            buywait=0

                            break
                        else:
                            Sleep(1000)
                            Log(_N(depthCache[i].Asks[0].Price,3),sellPrice*r)
                            loopbreaker +=1
                        if loopbreaker == 600:
                            '''break
                        break'''
                            



                    buyTrue = 1
                    while(buyTrue):
                        Log('buyTrue started')
                        dealprice = depthCache[i].Asks[0].Price
                        Log('insufficient stocks, buy some')
                        idealamount = initStocks/8
                        availamount = exchanges[i].GetAccount().Balance/dealprice/2
                        dealamount = min(idealamount,availamount)
                        balancebuy = exchanges[i].Buy(dealprice,dealamount)
                        Sleep(200)
                        while(exchanges[i].GetOrder(balancebuy).Status not in [1,2]):

                            exchanges[i].CancelOrder(balancebuy)
                            if (dealprice < sellPrice):
                                dealprice += 1
                            balancebuy = exchanges[i].Buy(dealprice,dealamount)
                            Sleep(200)
                        '''sellPrice=[]'''
                        Log("Buy Balance finished")
                        buyTrue = 0
                        break
                else:         
                    continue
                break
            else:
                break
        

Published by perseus on the FMZ strategy square · last modified 2017-09-07. Collected in the Quant Trading Vault. Unvalidated research: re-test with your own data and costs before trusting it.

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