def place_orders(self):
if self.monitor:
return None
con_sz = self.con_size
for fut in self.futures.keys():
account = self.client.fetchBalance()
spot = self.get_spot()
bal_btc = float(account['info']['totalMarginBalance']) / spot
pos = float(self.positions[fut]['positionAmt'])
pos_lim_long = bal_btc * PCT_LIM_LONG * 125 #/ len(self.futures)
pos_lim_short = bal_btc * PCT_LIM_SHORT * 125 #/ len(self.futures)
#print(pos_lim_long)
#expi = self.futures[ fut ][ 'expi_dt' ]
#tte = max( 0, ( expi - datetime.utcnow()).total_seconds() / SECONDS_IN_DAY )
pos_decay = 1.0 - math.exp(-DECAY_POS_LIM * 8035200)
pos_lim_long *= pos_decay
pos_lim_short *= pos_decay
pos_lim_long -= pos
pos_lim_short += pos
pos_lim_long = max(0, pos_lim_long)
pos_lim_short = max(0, pos_lim_short)
min_order_size_btc = (MIN_ORDER_SIZE * CONTRACT_SIZE) / spot
print(
min_order_size_btc) #0.0006833471711135484 0.08546200188472201
qtybtc = bal_btc * 125 / 25
nbids = min(math.trunc(pos_lim_long / qtybtc), MAX_LAYERS)
nasks = min(math.trunc(pos_lim_short / qtybtc), MAX_LAYERS)
place_bids = nbids > 0
place_asks = nasks > 0
if not place_bids and not place_asks:
print('No bid no offer for %s' % fut, min_order_size_btc)
continue
tsz = float(self.get_ticksize(fut))
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
eps = BP * vol * RISK_CHARGE_VOL
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
if bid_mkt is None and ask_mkt is None:
bid_mkt = ask_mkt = spot
elif bid_mkt is None:
bid_mkt = min(spot, ask_mkt)
elif ask_mkt is None:
ask_mkt = max(spot, bid_mkt)
mid_mkt = 0.5 * (bid_mkt + ask_mkt)
ords = self.client.fetchOpenOrders(fut)
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
bid_ords = [o for o in ords if o['info']['side'] == 'buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac**-i for i in range(1, nbids + 1)]
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['info']['side'] == 'sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac**i for i in range(1, nasks + 1)]
asks[0] = ticksize_ceil(asks[0], tsz)
for i in range(max(nbids, nasks)):
# BIDS
if place_bids and i < nbids:
if i > 0:
prc = ticksize_floor(min(bids[i], bids[i - 1] - tsz),
tsz)
else:
prc = bids[0]
qty = round(prc * qtybtc / con_sz) / spot
if i < len_bid_ords:
oid = bid_ords[i]['info']['side']['orderId']
print(oid)
try:
self.client.editOrder(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except Excetion as e:
print(e)
else:
try:
self.client.createOrder(fut, "Limit", 'buy', qty,
prc)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
print(e)
self.logger.warn(
'Bid order failed: %s bid for %s' % (prc, qty))
# OFFERS
if place_asks and i < nasks:
if i > 0:
prc = ticksize_ceil(max(asks[i], asks[i - 1] + tsz),
tsz)
else:
prc = asks[0]
qty = round(prc * qtybtc / con_sz) / spot
if i < len_ask_ords:
oid = ask_ords[i]['info']['side']['orderId']
print(oid)
try:
self.client.editOrder(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except Exeption as e:
print(e)
else:
try:
self.client.createOrder(fut, "Limit", 'sell', qty,
prc)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn('Offer order failed: %s at %s' %
(qty, prc))
if nbids < len(bid_ords):
cancel_oids += [
o['info']['side']['orderId'] for o in bid_ords[nbids:]
]
if nasks < len(ask_ords):
cancel_oids += [
o['info']['side']['orderId'] for o in ask_ords[nasks:]
]
for oid in cancel_oids:
try:
self.client.cancelOrder(oid, 'BTC/USDT')
except:
self.logger.warn('Order cancellations failed: %s' % oid)
def place_orders( self ):
if self.monitor:
return None
con_sz = self.con_size
print(['BTC-PERPETUAL', 'BTC-25DEC20', 'BTC-25SEP20', 'BTC-26MAR21'])
for fut in ['BTC-PERPETUAL', 'BTC-25DEC20', 'BTC-25SEP20', 'BTC-26MAR21']:
print(fut)
account = self.client.account()
spot = self.get_spot()
bal_btc = account[ 'equity' ]
pos = self.positions[ fut ][ 'sizeBtc' ]
expi = self.futures[ fut ][ 'expi_dt' ]
tte = max( 0, ( expi - datetime.utcnow()).total_seconds() / SECONDS_IN_DAY )
pos_decay = 1.0 - math.exp( -DECAY_POS_LIM * tte )
min_order_size_btc = MIN_ORDER_SIZE / spot * CONTRACT_SIZE
qtybtc = max( PCT_QTY_BASE * bal_btc, min_order_size_btc)
nbids = MAX_LAYERS
nasks = MAX_LAYERS
#place_bids = nbids > 0
#place_asks = nasks > 0
self.MAX_SKEW = MIN_ORDER_SIZE * MAX_LAYERS * 10
#print(fut)
spot = self.get_spot()
##print(res)
t = 0
for pos in self.positions:
t = t + math.fabs(self.positions[pos]['size'])
self.equity_usd = self.equity_btc * spot
self.LEV = t / self.equity_usd
self.IM = self.LEV / 2
##print(' ')
##print(fut)
##print(' ')
for k in self.positions:
self.skew_size[k[0:3]] = 0
####print('skew_size: ' + str(self.skew_size))
####print(self.positions)
for k in self.positions:
self.skew_size[k[0:3]] = self.skew_size[k[0:3]] + self.positions[k]['size']
####print('skew_size: ' + str(self.skew_size))
#print(self.skew_size)
psize = self.positions[fut]['size']
self.place_bids[fut] = True
self.place_asks[fut] = True
###print(self.PCT_LIM_LONG)
a = {}
for pos in self.positions:
a[pos] = 0
for pos in self.positions:
a[pos] = a[pos] + math.fabs(self.positions[pos]['size'])
##print((((a[pos[0:3]] / self.equity_usd) / self.LEV_LIM[pos[0:3]] * 1000 ) / 10 ))
##print((((a[pos[0:3]] / self.equity_usd) / self.LEV_LIM[pos[0:3]] * 1000 ) / 10 ))
##print((((a[pos[0:3]] / self.equity_usd) / self.LEV_LIM[pos[0:3]] * 1000 ) / 10 ))
#print(self.LEV_LIM)
#print(a)
if self.LEV_LIM[fut] == 0:
##print('lev lim 0!')
if self.positions[fut]['size'] < 0:
self.place_asks[fut] = False
if self.positions[fut]['size'] > 0:
self.place_bids[fut] = False
elif (((a[fut] / self.equity_usd) / self.LEV_LIM[fut] * 1000 ) / 10 ) > 100:
if self.positions[fut]['size'] < 0:
self.place_asks[fut] = False
if self.positions[pos]['size'] > 0:
self.place_bids[pos] = False
#print((((a[fut] / self.equity_usd) / self.LEV_LIM[fut] * 1000 ) / 10 ))
if self.place_asks[fut] == False and self.place_bids[fut] == False:
try:
prc = self.get_bbo(fut)['bid']
qty = self.equity_usd / 48 / 10 / 2
qty = float(min( qty, MIN_ORDER_SIZE))
#
###print('qty: ' + str(qty))
###print(max_bad_arb)
qty = round(qty)
for k in self.positions:
self.skew_size[k[0:3]] = 0
for k in self.positions:
self.skew_size[k[0:3]] = self.skew_size[k[0:3]] + self.positions[k]['size']
token = fut[0:3]
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
if self.positions[fut]['size'] >= 0:
##print(' ')
##print(' ')
##print(qty)
##print(self.skew_size[token])
##print(self.MAX_SKEW)
if qty + self.skew_size[token] * -1 <= self.MAX_SKEW:
mexAsks = []
for i in range(0, round(MAX_LAYERS)):
r = random.randint(0, 100)
#print(r)
if qty + self.skew_size[fut[0:3]] * -1 < self.MAX_SKEW:
if i >= len_ask_ords:
self.client.sell( fut, qty, asks[i], 'true' )
if self.positions[fut]['size'] <= 0:
if qty + self.skew_size[token] < self.MAX_SKEW:
mexBids = []
for i in range(0, round(MAX_LAYERS)):
r = random.randint(0, 100)
#print(r)
if qty + self.skew_size[fut[0:3]] < self.MAX_SKEW:
if i >= len_bid_ords:
self.client.buy( fut, qty, bids[i], 'true' )
except:
PrintException()
tsz = self.get_ticksize( fut )
# Perform pricing
bbo = self.get_bbo( fut )
bid_mkt = bbo[ 'bid' ]
ask_mkt = bbo[ 'ask' ]
if bid_mkt is None and ask_mkt is None:
bid_mkt = ask_mkt = spot
elif bid_mkt is None:
bid_mkt = min( spot, ask_mkt )
elif ask_mkt is None:
ask_mkt = max( spot, bid_mkt )
mid_mkt = 0.5 * ( bid_mkt + ask_mkt )
ords = self.client.getopenorders( fut )
cancel_oids = []
bid_ords = ask_ords = []
riskfac = 1
asks = []
bids = []
if self.place_bids[fut]:
bid_ords = [ o for o in ords if o[ 'direction' ] == 'buy' ]
len_bid_ords = min( len( bid_ords ), nbids )
bid0 = mid_mkt * math.exp( -MKT_IMPACT )
bids = [ bid0 * riskfac ** -i for i in range( 1, nbids + 1 ) ]
bids[ 0 ] = ticksize_floor( bids[ 0 ], tsz )
if self.place_asks[fut]:
ask_ords = [ o for o in ords if o[ 'direction' ] == 'sell' ]
len_ask_ords = min( len( ask_ords ), nasks )
ask0 = mid_mkt * math.exp( MKT_IMPACT )
asks = [ ask0 * riskfac ** i for i in range( 1, nasks + 1 ) ]
asks[ 0 ] = ticksize_ceil( asks[ 0 ], tsz )
nbids = len(bids)
nasks = len(asks)
# BIDS
for i in range( 0, MAX_LAYERS ):
if i < nbids:
###print(i)
if i > 0:
prc = ticksize_floor( min( bids[ i ], bids[ i - 1 ] - tsz ), tsz )
else:
prc = bids[ 0 ]
#qty = ( prc * qtybtc / con_sz )
qty = self.equity_usd / 48 / 10 / 2
qty = float(min( qty, MIN_ORDER_SIZE))
max_bad_arb = int(self.MAX_SKEW )
#
###print('qty: ' + str(qty))
###print(max_bad_arb)
qty = qty
qty = round(qty) * (i+1)
if qty <= 1:
qty = 1
###print('qty: ' + str(qty))
if self.MAX_SKEW < qty * 10 :
self.MAX_SKEW = qty * 10
if self.place_asks[fut] == False:
self.MAX_SKEW = self.MAX_SKEW * 3
qty = qty * 10
ob = self.client.getorderbook( fut )
bids1 = ob[ 'bids' ]
asks1 = ob[ 'asks' ]
prc = ticksize_floor(( bids1[0]['price']), tsz )
if qty + self.skew_size[fut[0:3]] > self.MAX_SKEW:
print(fut+ ' bid self.MAX_SKEW return ...')
for xyz in bid_ords:
cancel_oids.append( xyz['orderId'] )
#self.execute_cancels(fut, nbids, nasks, bid_ords, ask_ords, qtybtc, con_sz, tsz, cancel_oids, len_bid_ords, len_ask_ords)
continue
##print(len_bid_ords)
###print('i less')
try:
if i < len_bid_ords:
sleep(RATE_LIMIT)
###print('i less')
try:
oid = bid_ords[ i ][ 'orderId' ]
self.restartflag = False
self.client.edit( oid, qty, prc )
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
PrintException()
elif len_bid_ords <= MAX_LAYERS:
if 'PERPETUAL' not in fut:
if self.longperp == False:
if self.arbmult[fut]['arb'] > 0 and (self.positions[fut]['size'] - qty <= max_bad_arb ):
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] < 0 :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('buy qty * 1.1, 1' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
else:
print(self.longperp)
if self.longperp == True:
qty = qty * 2
print(qty)
print(self.arbmult[fut]['arb'])
print(self.positions[fut]['size'])
print(max_bad_arb)
if self.arbmult[fut]['arb'] < 0 and (self.positions[fut]['size'] - qty <= max_bad_arb ):
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] > 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('buy qty * 1.1, 2' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
elif len_bid_ords <= MAX_LAYERS:
sleep(RATE_LIMIT)
if 'PERPETUAL' not in fut:
if self.longperp == False:
if self.arbmult[fut]['arb'] > 0 and (self.positions[fut]['size'] - qty <= max_bad_arb ):
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] < 0 :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('buy qty * 1.1, 1' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
else:
if self.longperp == True:
qty = qty * 2
if self.arbmult[fut]['arb'] < 0 and (self.positions[fut]['size'] - qty <= max_bad_arb ):
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] > 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('buy qty * 1.1, 2' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.buy( fut, qty, prc, 'true' )
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
PrintException()
self.logger.warn( 'Bid order failed: %s bid for %s'
% ( prc, qty ))
# OFFERS
# ASKS
###print('# OFFERS')
if i < nasks:
if i > 0:
prc = ticksize_ceil( max( asks[ i ], asks[ i - 1 ] + tsz ), tsz )
else:
prc = asks[ 0 ]
qty = self.equity_usd / 48 / 10 / 2
qty = float(min( qty, MIN_ORDER_SIZE))
#10
max_bad_arb = int(self.MAX_SKEW )
###print('qty: ' + str(qty))
###print(max_bad_arb)
qty = qty
qty = round(qty) * (i+1)
if qty <= 1:
qty = 1
if self.MAX_SKEW < qty * 10 :
self.MAX_SKEW = qty * 10
if self.place_bids[fut] == False:
self.MAX_SKEW = self.MAX_SKEW * 3
qty = qty * 10
ob = self.client.getorderbook( fut )
bids1 = ob[ 'bids' ]
asks1 = ob[ 'asks' ]
prc = ticksize_ceil(( asks1[0]['price']), tsz )
###print('qty: ' + str(qty))
####print('skew_size: ' + str(self.skew_size))
####print('max_soew: ' + str(self.MAX_SKEW))
if qty + self.skew_size[fut[0:3]] * -1 > self.MAX_SKEW:
print(fut + ' offer self.MAX_SKEW return ...')
for xyz in ask_ords:
cancel_oids.append( xyz['orderId'] )
#self.execute_cancels(fut, nbids, nasks, bid_ords, ask_ords, qtybtc, con_sz, tsz, cancel_oids, len_bid_ords, len_ask_ords)
continue
##print(len_ask_ords)
try:
if i < len_ask_ords:
sleep(RATE_LIMIT)
###print('i less')
try:
oid = ask_ords[ i ][ 'orderId' ]
self.restartflag = False
self.client.edit( oid, qty, prc )
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
PrintException()
elif len_ask_ords <= MAX_LAYERS:
if 'PERPETUAL' not in fut:
if self.longperp == True:
if self.arbmult[fut]['arb'] >= 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('sell qty * 1.1, 1' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] <= 0 and self.positions[fut]['size'] + qty * -1 >=-1 * max_bad_arb :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
else:
if self.longperp == False:
#print(self.arbmult)
qty = qty * 2
if self.arbmult[fut]['arb'] <= 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('sell qty * 1.1, 2' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] >= 0 and self.positions[fut]['size'] + qty * -1 >=-1 * max_bad_arb :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
elif len_ask_ords <= MAX_LAYERS:
sleep(RATE_LIMIT)
if 'PERPETUAL' not in fut:
if self.longperp == True:
if self.arbmult[fut]['arb'] >= 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('sell qty * 1.1, 1' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] <= 0 and self.positions[fut]['size'] + qty * -1 >=-1 * max_bad_arb :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
else:
if self.longperp == False:
qty = qty * 2
if self.arbmult[fut]['arb'] <= 0:
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
qty = int(qty * 3)
###print('sell qty * 1.1, 2' + fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
if self.arbmult[fut]['arb'] >= 0 and self.positions[fut]['size'] + qty * -1 >=-1 * max_bad_arb :
if 'ETH' in fut or 'XRP' in fut:
qty = qty / self.get_bbo(fut[0:3] + 'USD')['bid']
if 'USD' in fut:
qty = qty / self.get_multiplier(fut)
if qty <= 1:
qty = 1
self.restartflag = False
self.client.sell( fut, qty, prc, 'true' )#self.client.sell( fut, qty, prc, 'true' )
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
PrintException()
self.logger.warn( 'Offer order failed: %s at %s'
% ( qty, prc ))
if nbids < len( bid_ords ):
cancel_oids += [ o[ 'orderId' ] for o in bid_ords[ nbids : ]]
if nasks < len( ask_ords ):
cancel_oids += [ o[ 'orderId' ] for o in ask_ords[ nasks : ]]
for oid in cancel_oids:
try:
self.client.cancel( oid )
except:
self.logger.warn( 'Order cancellations failed: %s' % oid )
def place_orders(self):
if self.monitor:
return None
con_sz = self.con_size
for fut in self.futures.keys():
account = self.client.account()
spot = self.get_spot()
bal_btc = account['equity'] * 100
pos_lim_long = bal_btc * PCT_LIM_LONG / len(self.futures)
pos_lim_short = bal_btc * PCT_LIM_SHORT / len(self.futures)
expi = self.futures[fut]['expi_dt']
##print(self.futures[ fut ][ 'expi_dt' ])
if self.eth is 0:
self.eth = 200
if 'ETH' in fut:
if 'sizeEth' in self.positions[fut]:
pos = self.positions[fut][
'sizeEth'] * self.eth / self.get_spot()
else:
pos = 0
else:
pos = self.positions[fut]['sizeBtc']
tte = max(0, (expi - datetime.utcnow()).total_seconds() /
SECONDS_IN_DAY)
pos_decay = 1.0 - math.exp(-DECAY_POS_LIM * tte)
pos_lim_long *= pos_decay
pos_lim_short *= pos_decay
pos_lim_long -= pos
pos_lim_short += pos
pos_lim_long = max(0, pos_lim_long)
pos_lim_short = max(0, pos_lim_short)
min_order_size_btc = MIN_ORDER_SIZE / spot * CONTRACT_SIZE
#qtybtc = max( PCT_QTY_BASE * bal_btc, min_order_size_btc)
qtybtc = PCT_QTY_BASE * bal_btc
nbids = min(math.trunc(pos_lim_long / qtybtc), MAX_LAYERS)
nasks = min(math.trunc(pos_lim_short / qtybtc), MAX_LAYERS)
place_bids = nbids > 0
place_asks = nasks > 0
#buy bid sell ask
if self.dsrsi > 80: #over
place_bids = 0
if self.dsrsi < 20: #under
place_asks = 0
if not place_bids and not place_asks:
#print( 'No bid no offer for %s' % fut, min_order_size_btc )
continue
tsz = self.get_ticksize(fut)
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
if 1 in self.volatility:
eps = BP * vol * RISK_CHARGE_VOL
if 0 in self.volatility:
eps = BP * 0.5 * RISK_CHARGE_VOL
if 2 in self.price:
eps = eps * self.diff
if 3 in self.price:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
eps = eps * self.diffdeltab[fut]
if 2 in self.volatility:
eps = eps * (1 + self.bbw[fut])
if 3 in self.volatility:
eps = eps * (self.atr[fut] / 100)
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
mid = 0.5 * (bbo['bid'] + bbo['ask'])
mid_mkt = 0.5 * (bid_mkt + ask_mkt)
ords = self.client.getopenorders(fut)
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
bid_ords = [o for o in ords if o['direction'] == 'buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac**-i for i in range(1, nbids + 1)]
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['direction'] == 'sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac**i for i in range(1, nasks + 1)]
asks[0] = ticksize_ceil(asks[0], tsz)
for i in range(max(nbids, nasks)):
# BIDS
#print('nbids')
#print(nbids)
#print('nasks')
#print(nasks)
if place_bids and i < nbids:
if i > 0:
prc = ticksize_floor(min(bids[i], bids[i - 1] - tsz),
tsz)
else:
prc = bids[0]
qty = round(prc * qtybtc / (con_sz / 1))
if 'ETH' in fut:
qty = round(prc * 450 * qtybtc / (con_sz / 1))
if 4 in self.quantity_switch:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
qty = round(qty / (self.diffdeltab[fut]))
if 2 in self.quantity_switch:
qty = round(qty * self.buysellsignal[fut])
if 3 in self.quantity_switch:
qty = round(qty * self.multsLong[fut])
if 1 in self.quantity_switch:
qty = round(qty / self.diff)
if qty < 0:
qty = qty * -1
if i < len_bid_ords:
oid = bid_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.buy(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warn('Edit failed for %s' % oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Bid order failed: %s bid for %s' %
(prc, qty))
else:
try:
self.client.buy(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Bid order failed: %s bid for %s' % (prc, qty))
# OFFERS
if place_asks and i < nasks:
if i > 0:
prc = ticksize_ceil(max(asks[i], asks[i - 1] + tsz),
tsz)
else:
prc = asks[0]
qty = round(prc * qtybtc / (con_sz / 1))
if 'ETH' in fut:
qty = round(prc * 450 * qtybtc / (con_sz / 1))
#print(qty)
#print(qty)
#print(qty)
#print(qty)
if 4 in self.quantity_switch:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
qty = round(qty / (self.diffdeltab[fut]))
if 2 in self.quantity_switch:
qty = round(qty / self.buysellsignal[fut])
if 3 in self.quantity_switch:
qty = round(qty * self.multsShort[fut])
#print(qty)
#print(qty)
#print(qty)
#print(qty)
if 1 in self.quantity_switch:
qty = round(qty / self.diff)
if qty < 0:
qty = qty * -1
if i < len_ask_ords:
oid = ask_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.sell(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warn('Sell Edit failed for %s' %
oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Offer order failed: %s at %s' %
(qty, prc))
else:
try:
self.client.sell(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn('Offer order failed: %s at %s' %
(qty, prc))
if nbids < len(bid_ords):
cancel_oids += [o['orderId'] for o in bid_ords[nbids:]]
if nasks < len(ask_ords):
cancel_oids += [o['orderId'] for o in ask_ords[nasks:]]
for oid in cancel_oids:
try:
self.client.cancel(oid)
except:
self.logger.warn('Order cancellations failed: %s' % oid)
def place_orders(self):
if self.monitor:
return None
for fut in self.futures.keys():
try:
avg_price = self.positions[fut]['averagePrice'] * (
self.positions[fut]['size'] /
abs(self.positions[fut]['size']))
except:
avg_price = 0
spot = self.get_spot()
# Me
imb = self.get_bbo(fut)['imbalance']
posOpn = sum(
OrderedDict({
k: self.positions[k]['size']
for k in self.futures.keys()
}).values())
posOB = sum([
o['quantity'] for o in [
o for o in self.client.getopenorders()
if o['direction'] == 'buy'
]
]) - sum([
o['quantity'] for o in [
o for o in self.client.getopenorders()
if o['direction'] == 'sell'
]
])
posOBBid = sum([
o['quantity'] for o in [
o for o in self.client.getopenorders()
if o['direction'] == 'buy'
]
])
posOBAsk = sum([
o['quantity'] for o in [
o for o in self.client.getopenorders()
if o['direction'] == 'sell'
]
])
posNet = posOB + posOpn
posNet2 = posNet + (10 / 100 * posNet)
Margin = avg_price * PCT / 8 #8 = arbitrase aja
avg_priceAdj = avg_price * PCT / 2 #up/down, 2= arbitrase aja
# Me
nbids = 1
nasks = 1
place_bids = 'true'
place_asks = 'true'
print('posOpn', posOpn, 'posOB', posOB, 'posNet', posNet,
'posNet2', posNet2, 'avg_price', avg_price)
if not place_bids and not place_asks:
print('No bid no offer for %s' % fut)
continue
tsz = self.get_ticksize(fut)
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
eps = BP * vol * RISK_CHARGE_VOL
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
if bid_mkt is None and ask_mkt is None:
bid_mkt = ask_mkt = spot
elif bid_mkt is None:
bid_mkt = min(spot, ask_mkt)
elif ask_mkt is None:
ask_mkt = max(spot, bid_mkt)
mid_mkt = 0.25 * (bid_mkt + ask_mkt)
ords = self.client.getopenorders(fut)
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
bid_ords = [o for o in ords if o['direction'] == 'buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac**-i for i in range(1, nbids + 1)]
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['direction'] == 'sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac**i for i in range(1, nasks + 1)]
asks[0] = ticksize_ceil(asks[0], tsz)
for i in range(max(nbids, nasks)):
time.sleep(1)
# BIDS
if place_bids:
offerOB = bid_mkt
print('BIDS', offerOB, 'posOpn', posOpn, 'posOB', posOB,
'posNet', posNet, 'avg_price', avg_price,
'avg_priceAdj', avg_price - avg_priceAdj, 'imb', imb)
# cek posisi awal
if posOpn == 0:
# posisi baru mulai, order bila bid>ask (memperkecil resiko salah)
if avg_price == 0 and imb > 0:
prc = bid_mkt
# sudah ada posisi short, buat posisi beli
elif avg_price < 0:
prc = min(bid_mkt, (abs(avg_price) - abs(Margin)))
# average down
elif avg_price > 0:
prc = abs(avg_price) - abs(avg_priceAdj)
else:
prc = 0
# net sudah ada posisi, individual masih kosong
elif avg_price == 0:
# mencegah bid makin menambah posisi long
#if posOpn > posNet2:
# prc = 0
# menyeimbangkan posisi
if posNet < 0:
prc = bid_mkt
else:
prc = 0
# sudah ada posisi long
elif avg_price > 0:
# posisi rugi, average down
if bid_mkt < avg_price:
prc = min(bid_mkt,
abs(avg_price) + abs(avg_priceAdj))
# sudah ada short, ambil laba
elif avg_price < 0:
prc = min(bid_mkt, (abs(avg_price) - abs(Margin)))
else:
prc = 0
qty = 1
if i < len_bid_ords:
oid = bid_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.buy(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warning('Edit failed for %s' % oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning(
'Bid order failed: %s bid for %s' %
(prc, qty))
else:
try:
self.client.buy(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning(
'Bid order failed: %s bid for %s' % (prc, qty))
# OFFERS
if place_asks:
offerOB = ask_mkt
print('OFFERS', offerOB, 'posOpn', posOpn, 'posOB', posOB,
'posNet', posNet, 'avg_price', avg_price,
'avg_priceAdj', avg_priceAdj + avg_price, 'imb', imb)
# cek posisi awal
if posOpn == 0:
# posisi baru mulai, order bila bid>ask (memperkecil resiko salah)
if avg_price == 0 and imb < 0:
prc = bid_mkt
# sudah ada posisi short, buat posisi beli
elif avg_price > 0:
prc = max(bid_mkt, (abs(avg_price) + abs(Margin)))
# average up
elif avg_price < 0:
prc = abs(avg_price) + abs(avg_priceAdj)
else:
prc = 0
# net sudah ada posisi, individual masih kosong
elif avg_price == 0:
# mencegah bid makin menambah posisi short
#if posOpn > posNet2:
# prc = 0
# menyeimbangkan posisi
if posNet > 0:
prc = bid_mkt
# order bila bid>ask (memperkecil resiko salah)
elif imb < 0:
prc = bid_mkt
else:
prc = 0
# sudah ada posisi short
elif avg_price < 0:
# posisi rugi, average up
if bid_mkt > avg_price:
prc = max(bid_mkt,
abs(avg_priceAdj) + abs(avg_price))
else:
prc = 0
# sudah ada long, ambil laba
elif avg_price > 0:
prc = max(bid_mkt, (abs(avg_price) + abs(Margin)))
else:
prc = 0
qty = 1
if i < len_ask_ords:
oid = ask_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.sell(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warning('Sell Edit failed for %s' %
oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning(
'Offer order failed: %s at %s' %
(qty, prc))
else:
try:
self.client.sell(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning(
'Offer order failed: %s at %s' % (qty, prc))
if nbids > len(bid_ords):
cancel_oids += [o['orderId'] for o in bid_ords[nbids:]]
if nasks > len(ask_ords):
cancel_oids += [o['orderId'] for o in ask_ords[nasks:]]
for oid in cancel_oids:
try:
self.client.cancel(oid)
except:
self.logger.warning('Order cancellations failed: %s' % oid)
def get_bbo(self, contract): # Get best b/o excluding own orders
j = self.ohlcv[contract].json()
fut2 = contract
#print(contract)
best_bids = []
best_asks = []
o = []
h = []
l = []
c = []
v = []
for b in j['result']['open']:
o.append(b)
for b in j['result']['high']:
h.append(b)
for b in j['result']['low']:
l.append(b)
for b in j['result']['close']:
c.append(b)
for b in j['result']['volume']:
v.append(b)
abc = 0
ohlcv2 = []
for b in j['result']['open']:
ohlcv2.append([o[abc], h[abc], l[abc], c[abc], v[abc]])
abc = abc + 1
ddf = pd.DataFrame(ohlcv2,
columns=['open', 'high', 'low', 'close', 'volume'])
if 1 in self.directional:
sleep(0)
try:
self.dsrsi = TA.STOCHRSI(ddf).iloc[-1] * 100
except:
self.dsrsi = 50
##print(self.dsrsi)
# Get orderbook
if 2 in self.volatility or 3 in self.price or 4 in self.quantity_switch:
self.bands[fut2] = TA.BBANDS(ddf).iloc[-1]
self.bbw[fut2] = (TA.BBWIDTH(ddf).iloc[-1])
#print(float(self.bands[fut2]['BB_UPPER'] - self.bands[fut2]['BB_LOWER']))
if (float(self.bands[fut2]['BB_UPPER'] -
self.bands[fut2]['BB_LOWER'])) > 0:
deltab = (self.get_spot() - self.bands[fut2]['BB_LOWER']) / (
self.bands[fut2]['BB_UPPER'] -
self.bands[fut2]['BB_LOWER'])
if deltab > 50:
self.diffdeltab[fut2] = (deltab - 50) / 100 + 1
if deltab < 50:
self.diffdeltab[fut2] = (50 - deltab) / 100 + 1
else:
self.diffdeltab[fut2] = 25 / 100 + 1
if 3 in self.volatility:
self.atr[fut2] = TA.ATR(ddf).iloc[-1]
if 0 in self.price:
ob = self.client.getorderbook(contract)
bids = ob['bids']
asks = ob['asks']
ords = self.client.getopenorders(contract)
bid_ords = [o for o in ords if o['direction'] == 'buy']
ask_ords = [o for o in ords if o['direction'] == 'sell']
best_bid = None
best_ask = None
err = 10**-(self.get_precision(contract) + 1)
for b in bids:
match_qty = sum([
o['quantity'] for o in bid_ords
if math.fabs(b['price'] - o['price']) < err
])
if match_qty < b['quantity']:
best_bid = b['price']
break
for a in asks:
match_qty = sum([
o['quantity'] for o in ask_ords
if math.fabs(a['price'] - o['price']) < err
])
if match_qty < a['quantity']:
best_ask = a['price']
break
best_asks.append(best_ask)
best_bids.append(best_bid)
if 1 in self.price:
dvwap = TA.VWAP(ddf)
##print(dvwap)
tsz = self.get_ticksize(contract)
try:
bid = ticksize_floor(dvwap.iloc[-1], tsz)
ask = ticksize_ceil(dvwap.iloc[-1], tsz)
except:
bid = ticksize_floor(self.get_spot(), tsz)
ask = ticksize_ceil(self.get_spot(), tsz)
#print( { 'bid': bid, 'ask': ask })
best_asks.append(best_ask)
best_bids.append(best_bid)
if 2 in self.quantity_switch:
dppo = TA.PPO(ddf)
self.buysellsignal[fut2] = 1
try:
if (dppo.iloc[-1].PPO > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
if (dppo.iloc[-1].HISTO > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
if (dppo.iloc[-1].SIGNAL > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
except:
self.buysellsignal[fut2] = 1
##print({ 'bid': best_bid, 'ask': best_ask })
return {
'bid': self.cal_average(best_bids),
'ask': self.cal_average(best_asks)
}
def place_orders(self):
if self.monitor:
return None
con_sz = self.con_size
for fut in self.futures.keys():
account = self.client.account()
spot = self.get_spot()
bal_btc = account['equity']
pos = self.positions[fut]['sizeBtc']
pos_lim_long = bal_btc * PCT_LIM_LONG / len(self.futures)
pos_lim_short = bal_btc * PCT_LIM_SHORT / len(self.futures)
expi = self.futures[fut]['expi_dt']
tte = max(0, (expi - datetime.utcnow()).total_seconds() /
SECONDS_IN_DAY)
pos_decay = 1.0 - math.exp(-DECAY_POS_LIM * tte)
pos_lim_long *= pos_decay
pos_lim_short *= pos_decay
pos_lim_long -= pos
pos_lim_short += pos
pos_lim_long = max(0, pos_lim_long)
pos_lim_short = max(0, pos_lim_short)
min_order_size_btc = MIN_ORDER_SIZE / spot * CONTRACT_SIZE
qtybtc = max(PCT_QTY_BASE * bal_btc, min_order_size_btc)
nbids = min(math.trunc(pos_lim_long / qtybtc), MAX_LAYERS)
nasks = min(math.trunc(pos_lim_short / qtybtc), MAX_LAYERS)
place_bids = nbids > 0
place_asks = nasks > 0
if not place_bids and not place_asks:
print('No bid no offer for %s' % fut, pos_lim_long)
continue
tsz = self.get_ticksize(fut)
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
eps = BP * vol * RISK_CHARGE_VOL
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
if bid_mkt is None and ask_mkt is None:
bid_mkt = ask_mkt = spot
elif bid_mkt is None:
bid_mkt = min(spot, ask_mkt)
elif ask_mkt is None:
ask_mkt = max(spot, bid_mkt)
mid_mkt = 0.5 * (bid_mkt + ask_mkt)
ords = self.client.getopenorders(fut)
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
bid_ords = [o for o in ords if o['direction'] == 'buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac**-i for i in range(1, nbids + 1)]
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['direction'] == 'sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac**i for i in range(1, nasks + 1)]
asks[0] = ticksize_ceil(asks[0], tsz)
for i in range(max(nbids, nasks)):
# BIDS
if place_bids and i < nbids:
if i > 0:
prc = ticksize_floor(min(bids[i], bids[i - 1] - tsz),
tsz)
else:
prc = bids[0]
qty = round(prc * qtybtc / con_sz)
if i < len_bid_ords:
oid = bid_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.buy(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warn('Edit failed for %s' % oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Bid order failed: %s bid for %s' %
(prc, qty))
else:
try:
self.client.buy(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Bid order failed: %s bid for %s' % (prc, qty))
# OFFERS
if place_asks and i < nasks:
if i > 0:
prc = ticksize_ceil(max(asks[i], asks[i - 1] + tsz),
tsz)
else:
prc = asks[0]
qty = round(prc * qtybtc / con_sz)
if i < len_ask_ords:
oid = ask_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.sell(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warn('Sell Edit failed for %s' %
oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn(
'Offer order failed: %s at %s' %
(qty, prc))
else:
try:
self.client.sell(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn('Offer order failed: %s at %s' %
(qty, prc))
if nbids < len(bid_ords):
cancel_oids += [o['orderId'] for o in bid_ords[nbids:]]
if nasks < len(ask_ords):
cancel_oids += [o['orderId'] for o in ask_ords[nasks:]]
for oid in cancel_oids:
try:
self.client.cancel(oid)
except:
self.logger.warn('Order cancellations failed: %s' % oid)
def place_orders(self):
if self.monitor:
return None
for fut in self.futures.keys():
instName = self.get_perpetual (fut)
# hold = ITEMS ON HAND
# ord = ITEMS ON ORDER BOOK
# net = LONG + SHORT
# fut = INDIVIDUAL ITEM PER INSTRUMENT
# all = TOTAL INDIVIDUAL ITEM PER INSTRUMENT PER DIRECTION
imb = self.get_bbo(fut)['imbalance']
spot = self.get_spot()
##determine various Qty variable
#hold_fut = abs(self.positions[fut]['size'])#individual
hold_longItem = len([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'buy' and o['currency'] == fut[:3].lower()]])
hold_shortItem = len([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'sell' and o['currency'] == fut[:3].lower()]])
hold_longQtyAll = sum([o['size'] for o in [o for o in self.client.positions () if o[
'direction'] == 'buy' and o['currency'] == fut[:3].lower()]])
hold_shortQtyAll = sum([o['size'] for o in [o for o in self.client.positions () if o[
'direction'] == 'sell' and o['currency'] == fut[:3].lower()]])
#hold_netFut = (hold_longQtyAll+hold_shortQtyAll)
ord_longQtyFut = sum([o['quantity'] for o in [o for o in self.client.getopenorders(
) if o['direction'] == 'buy' and o['api'] == True and o[
'instrument'] == fut[:3].lower()]])
ord_shortQtyFut = sum([o['quantity'] for o in [o for o in self.client.getopenorders(
) if o['direction'] == 'sell' and o['api'] == True and o[
'instrument'] == fut[:3].lower()]])
bal_btc = self.client.account()[ 'equity' ]
qty_lvg = max(1,round( (bal_btc * spot * 80)/10 * PCT,0)) # 100%-20%
#determine various price variable
hold_avgPrcFut = self.positions[fut]['averagePrice']*(self.positions[fut]['size'])/abs(
self.positions[fut]['size']) if self.positions[fut] ['size'] != 0 else 0
hold_avgPrcShort = sum([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'sell' and o['currency'] == fut[:3].lower()]]
)
hold_avgQtyShort = len([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'sell' and o['currency'] == fut[:3].lower()]])
hold_avgPrcLong = sum([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'buy' and o['currency'] == fut[:3].lower()]]
)
hold_avgQtyLong = len([o['averagePrice'] for o in [o for o in self.client.positions (
) if o['direction'] == 'buy' and o['currency'] == fut[:3].lower()]])
hold_avgPrcShortAll = 0 if hold_avgQtyShort == 0 else hold_avgPrcShort/hold_avgQtyShort
hold_avgPrcLongAll = 0 if hold_avgQtyLong == 0 else hold_avgPrcLong/hold_avgQtyLong
try:
hold_lastPrcBuy = min([o['price'] for o in [o for o in self.get_bbo(fut) [
'last_price_buy'] if o['instrument'] == instName]])
hold_lastPrcSell= max([o['price'] for o in [o for o in self.get_bbo(fut) [
'last_price_sell'] if o['instrument'] == instName]])
except:
hold_lastPrcBuy = hold_avgPrcFut
hold_lastPrcSell= hold_avgPrcFut
diffperpfut = self.client.getsummary(fut)['markPrice'
]-self.client.getsummary ('BTC-PERPETUAL')['markPrice']
hold_avgPrcLongPerp = hold_avgPrcLongAll - (hold_avgPrcLongAll*PCT*10 + diffperpfut)
hold_avgPrcShortPerp= hold_avgPrcShortAll + (hold_avgPrcShortAll*PCT*10 + diffperpfut)
#Menghitung kuantitas beli/jual
# maks kuantitas by maks leverage
nbids = 1
nasks = 1
place_bids = 'true'
place_asks = 'true'
if not place_bids and not place_asks:
print('No bid no offer for %s' % fut)
continue
tsz = self.get_ticksize(fut)
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
eps = BP * vol * RISK_CHARGE_VOL
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
if bid_mkt is None and ask_mkt is None:
bid_mkt = ask_mkt
elif bid_mkt is None:
bid_mkt = ask_mkt
elif ask_mkt is None:
ask_mkt = bid_mkt
mid_mkt = self.get_ticksize(fut) * (bid_mkt + ask_mkt)
ords = self.client.getopenorders(fut)
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
bid_ords = [o for o in ords if o['direction'] == 'buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac ** -i for i in range(1, nbids + 1)]
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['direction'] == 'sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac ** i for i in range(1, nasks + 1)]
asks[0] = ticksize_ceil(asks[0], tsz)
#market condition
df = self.DF(fut)
RSI = ((pd.DataFrame(df,self.RSI(df)).tail (1)['RSI'].values))[0]
ATR = (pd.DataFrame(df ,self.ATR(df,14)).tail (1)['ATR'].values)[0]
SMA10 = (pd.DataFrame(df,self.SMA10(df)).tail (1)['SMA10'].values)[0]
bullish = RSI > 60 and SMA10 > bid_mkt
bear = RSI < 30 and SMA10 < bid_mkt
sideways= RSI > 30 and RSI < 60
hold_diffTime = (self.client.gettime()/1000)-(self.get_bbo(fut)['last_price'][0] ['timeStamp']/1000)
try:
ord_diffTime = (self.client.gettime()/1000) - (ords [0] ['created']/1000)
except:
ord_diffTime = 29
actual_prcBuy = abs(hold_lastPrcBuy) if hold_diffTime < 100 else abs(hold_avgPrcFut)
actual_prcSell = abs(hold_lastPrcSell) if hold_diffTime < 100 else abs(hold_avgPrcFut)
avg_down0 = min(abs(actual_prcBuy),abs(hold_avgPrcFut)) - abs(ATR/2) if sideways == True else min(
abs(actual_prcBuy),abs(hold_avgPrcFut)) - min(abs(actual_prcBuy),abs(hold_avgPrcFut)) * PCT/2
avg_down2 = abs(min(abs(actual_prcBuy),abs(hold_avgPrcFut))) - abs(min(abs(actual_prcBuy),abs(hold_avgPrcFut)) * PCT * 2)
avg_down20 = abs(min(abs(actual_prcBuy),abs(hold_avgPrcFut))) - abs(min(abs(actual_prcBuy),abs(hold_avgPrcFut)) * PCT * 20)
avg_up0 = max (abs(actual_prcSell),hold_avgPrcFut) + abs(ATR/2) if sideways == True else max (
actual_prcSell,hold_avgPrcFut) + max(abs(actual_prcSell),hold_avgPrcFut) * PCT/2
print (instName,actual_prcBuy,actual_prcSell,hold_diffTime)
print ('true', max (abs(actual_prcSell),hold_avgPrcFut) )
print ('ATR',abs(ATR/2))
print ('true', max (abs(actual_prcSell),hold_avgPrcFut) + abs(ATR/2))
print ('false',max (actual_prcSell,hold_avgPrcFut) + max(abs(actual_prcSell),hold_avgPrcFut) * PCT/2)
print (instName, avg_up0 , bid_mkt, hold_avgPrcFut, ATR/2,sideways )
avg_up2 = abs(max(abs(actual_prcSell),hold_avgPrcFut)) + abs(max(abs(actual_prcSell),hold_avgPrcFut) * PCT * 2)
avg_up20 = abs(max(abs(actual_prcSell),hold_avgPrcFut)) + abs(max(abs(actual_prcSell),hold_avgPrcFut) * PCT * 20)
#export_excel = SMAATR.to_excel (r'C:\Users\agung\Documents\!project\data1.xlsx', index = None, header=True)
for i in range(max(nbids, nasks)):
# BIDS
if place_bids:
if hold_avgPrcFut == 0 and imb > 0 and abs(ord_longQtyFut
) < qty_lvg and hold_longItem <2 :
# posisi baru mulai, order bila bid>ask
if instName [-10:] != '-PERPETUAL' and hold_longQtyAll <= 0 and ord_longQtyFut ==0 and (
bullish == True or sideways == True):
prc = bid_mkt
elif instName [-10:] == '-PERPETUAL' and hold_avgPrcLongAll !=0 :
prc = min(bid_mkt,hold_avgPrcLongPerp)
else:
prc = 0
# sudah ada short, ambil laba
elif hold_avgPrcFut < 0 and hold_avgPrcFut != 0:
prc = min(bid_mkt, abs(avg_down0))
# average down pada harga < 5%, 10% & 20%
elif bid_mkt < hold_avgPrcFut and hold_avgPrcFut != 0 and abs(
ord_longQtyFut) < 1 and hold_shortQtyAll !=0 :
if hold_longQtyAll <= qty_lvg :
prc = min(bid_mkt, abs(avg_down2))
elif hold_longQtyAll < qty_lvg * 3 and instName [-10:] != '-PERPETUAL':
prc = min(bid_mkt, abs(avg_down20))
elif hold_longQtyAll < qty_lvg * 4 and instName [-10:] == '-PERPETUAL':
prc = min(bid_mkt, abs(avg_down20))
else:
prc = 0
else:
prc = 0
else:
prc = 0
qty = 1
if i < len_bid_ords:
oid = bid_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.buy(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warning('Edit failed for %s' % oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning('Bid order failed: %s'% instName
)
else:
try:
self.client.buy(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning('Bid order failed %s'% instName)
# OFFERS
if place_asks:
# cek posisi awal
if hold_avgPrcFut == 0 and imb < 0 and abs(ord_shortQtyFut
) < qty_lvg and hold_shortItem <2 :
# posisi baru mulai, order bila bid<ask (memperkecil resiko salah)
if instName [-10:] != '-PERPETUAL' and abs(hold_shortQtyAll) <= 0 and ord_shortQtyFut ==0 and (
bear == True or sideways == True):
prc = bid_mkt
elif instName [-10:] == '-PERPETUAL' and hold_avgPrcShortAll !=0:
prc = max(bid_mkt,hold_avgPrcShortPerp)
else:
prc = 0
# sudah ada long, ambil laba
elif hold_avgPrcFut > 0 and hold_avgPrcFut != 0 :
prc = max(bid_mkt, abs(avg_up0))
# average up pada harga < 5%, 10% & 20%
elif bid_mkt > hold_avgPrcFut and hold_avgPrcFut != 0 and abs(
ord_shortQtyFut) < 1 and hold_longQtyAll !=0 :
if abs(hold_shortQtyAll) <= qty_lvg:
prc = max(bid_mkt, abs(avg_up2))
elif abs(hold_shortQtyAll) < qty_lvg * 3 and instName [-10:] != '-PERPETUAL':
prc = max(bid_mkt, abs(avg_up20))
elif abs(hold_shortQtyAll) < qty_lvg * 4 and instName [-10:] == '-PERPETUAL':
prc = max(bid_mkt, abs(avg_up20))
else:
prc = 0
else:
prc = 0
else:
prc = 0
qty = 1
if i < len_ask_ords:
oid = ask_ords[i]['orderId']
try:
self.client.edit(oid, qty, prc)
except (SystemExit, KeyboardInterrupt):
raise
except:
try:
self.client.sell(fut, qty, prc, 'true')
cancel_oids.append(oid)
self.logger.warning('Sell Edit failed for %s' % oid)
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning('Offer order failed: %s'% instName
)
else:
try:
self.client.sell(fut, qty, prc, 'true')
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warning('Offer order failed: %s'% instName
)
if nbids > len(bid_ords):
cancel_oids += [o['orderId'] for o in bid_ords[nbids:]]
if nasks > len(ask_ords):
cancel_oids += [o['orderId'] for o in ask_ords[nasks:]]
for oid in cancel_oids:
try:
self.client.cancel(oid)
except:
self.logger.warning('Order cancellations failed: %s' % oid)
#cancell all orders when: any executions on order book,
# item quantity outstanding on orderbook> 1, or > 10 seconds
if hold_diffTime < 1 or ord_shortQtyFut >3 or ord_longQtyFut>3 or ord_diffTime > 30:
while True:
self.client.cancelall()
sleep (10)
break
def place_orders(self):
if self.monitor:
return None
con_sz = self.con_size
for fut in self.futures.keys():
account = self.ws['XBTUSD'].funds()
spot = self.get_spot()
bal_btc = float(account['marginBalance'] / 100000000)
bal_usd = bal_btc * spot
for k in self.positions.keys():
if 'currentQty' not in self.positions[k]:
self.positions[k]['currentQty'] = 0
pos = float(self.positions[fut]['currentQty'])
pos_lim_long = bal_usd * PCT_LIM_LONG / len(self.futures)
pos_lim_short = bal_usd * PCT_LIM_SHORT / len(self.futures)
expi = self.futures['XBTUSD']['expi_dt']
tte = max(0, (expi - datetime.utcnow()).total_seconds() /
SECONDS_IN_DAY)
pos_decay = 1.0 - math.exp(-DECAY_POS_LIM * tte)
pos_lim_long *= pos_decay
pos_lim_short *= pos_decay
pos_lim_long -= pos
pos_lim_short += pos
pos_lim_long = max(0, pos_lim_long)
pos_lim_short = max(0, pos_lim_short)
min_order_size_btc = MIN_ORDER_SIZE / spot * CONTRACT_SIZE
if 'ETH' in fut:
min_order_size_btc = min_order_size_btc * spot / self.get_spot_eth(
) * (spot / self.get_spot_eth()) / 2
qtybtc = max(PCT_QTY_BASE * bal_btc, min_order_size_btc)
nbids = min(math.trunc(pos_lim_long / qtybtc), MAX_LAYERS)
nasks = min(math.trunc(pos_lim_short / qtybtc), MAX_LAYERS)
place_bids = nbids > 0
place_asks = nasks > 0
#buy bid sell ask
if self.dsrsi > 80: #over
place_bids = 0
if self.dsrsi < 20: #under
place_asks = 0
if not place_bids and not place_asks:
print('No bid no offer for %s' % fut, min_order_size_btc)
continue
tsz = self.get_ticksize(fut)
# Perform pricing
vol = max(self.vols[BTC_SYMBOL], self.vols[fut])
if 1 in self.volatility:
eps = BP * vol * RISK_CHARGE_VOL
if 0 in self.volatility:
eps = BP * 0.5 * RISK_CHARGE_VOL
if 2 in self.price:
eps = eps * self.diff
if 3 in self.price:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
eps = eps * self.diffdeltab[fut]
if 2 in self.volatility:
eps = eps * (1 + self.bbw[fut])
if 3 in self.volatility:
eps = eps * (self.atr[fut] / 100)
riskfac = math.exp(eps)
bbo = self.get_bbo(fut)
bid_mkt = bbo['bid']
ask_mkt = bbo['ask']
mid = 0.5 * (bbo['bid'] + bbo['ask'])
mid_mkt = 0.5 * (bid_mkt + ask_mkt)
contract = fut
if contract == 'BTC/USD':
ords = self.ws['XBTUSD'].open_orders('')
else:
ords = self.ws[contract].open_orders('')
cancel_oids = []
bid_ords = ask_ords = []
if place_bids:
#print(ords)
bid_ords = [o for o in ords if o['side'] == 'Buy']
len_bid_ords = min(len(bid_ords), nbids)
bid0 = mid_mkt * math.exp(-MKT_IMPACT)
bids = [bid0 * riskfac**-i for i in range(1, nbids + 1)]
if math.isnan(bids[0]):
bbo = self.get_bbo(fut)
for i in range(0, MAX_LAYERS):
bids[i] = ticksize_floor(bbo['bid'], tsz)
bids[0] = ticksize_floor(bids[0], tsz)
if place_asks:
ask_ords = [o for o in ords if o['side'] == 'Sell']
len_ask_ords = min(len(ask_ords), nasks)
ask0 = mid_mkt * math.exp(MKT_IMPACT)
asks = [ask0 * riskfac**i for i in range(1, nasks + 1)]
if math.isnan(asks[0]):
bbo = self.get_bbo(fut)
for i in range(0, MAX_LAYERS):
asks[i] = ticksize_floor(bbo['ask'], tsz)
asks[0] = ticksize_ceil(asks[0], tsz)
for i in range(max(nbids, nasks)):
# BIDS
if place_bids and i < nbids:
if i > 0:
prc = ticksize_floor(min(bids[i], bids[i - 1] - tsz),
tsz)
else:
prc = bids[0]
qty = round(prc * qtybtc / con_sz)
if 'ETH' in fut:
qty = round(qty / 28.3 * 6)
if 4 in self.quantity_switch:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
qty = round(qty / (self.diffdeltab[fut]))
if 2 in self.quantity_switch:
qty = round(qty * self.buysellsignal[fut])
if 3 in self.quantity_switch:
qty = round(qty * (1 + self.multsShort[fut] / 100))
if 1 in self.quantity_switch:
qty = round(qty / self.diff)
if qty < 0:
qty = qty * -1
if i < len_bid_ords:
oid = bid_ords[i]['orderID']
#print(oid)
try:
fut2 = fut
if fut is 'XBTUSD':
fut2 = 'BTC/USD'
if fut is 'ETHUSD':
fut2 = 'ETH/USD'
self.client.editOrder(
oid, fut2, "Limit", bid_ords[i]['side'], qty,
prc, {'execInst': 'ParticipateDoNotInitiate'})
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
print(e)
else:
try:
fut2 = fut
if fut is 'XBTUSD':
fut2 = 'BTC/USD'
if fut is 'ETHUSD':
fut2 = 'ETH/USD'
self.client.createOrder(
fut2, "Limit", 'buy', qty, prc,
{'execInst': 'ParticipateDoNotInitiate'})
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
print(e)
self.logger.warn(
'Bid order failed: %s bid for %s' % (prc, qty))
# OFFERS
if place_asks and i < nasks:
if i > 0:
prc = ticksize_ceil(max(asks[i], asks[i - 1] + tsz),
tsz)
else:
prc = asks[0]
qty = round(prc * qtybtc / con_sz)
if 'ETH' in fut:
qty = round(qty / 28.3 * 6)
if 4 in self.quantity_switch:
if self.diffdeltab[fut] > 0 or self.diffdeltab[fut] < 0:
qty = round(qty / (self.diffdeltab[fut]))
if 2 in self.quantity_switch:
qty = round(qty / self.buysellsignal[fut])
if 3 in self.quantity_switch:
qty = round(qty * (1 + self.multsLong[fut] / 100))
if 1 in self.quantity_switch:
qty = round(qty / self.diff)
if qty < 0:
qty = qty * -1
if i < len_ask_ords:
oid = ask_ords[i]['orderID']
#print(oid)
try:
fut2 = fut
if fut is 'XBTUSD':
fut2 = 'BTC/USD'
if fut is 'ETHUSD':
fut2 = 'ETH/USD'
self.client.editOrder(
oid, fut2, "Limit", ask_ords[i]['side'], qty,
prc, {'execInst': 'ParticipateDoNotInitiate'})
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
print(e)
else:
try:
fut2 = fut
if fut is 'XBTUSD':
fut2 = 'BTC/USD'
if fut is 'ETHUSD':
fut2 = 'ETH/USD'
self.client.createOrder(
fut2, "Limit", 'sell', qty, prc,
{'execInst': 'ParticipateDoNotInitiate'})
except (SystemExit, KeyboardInterrupt):
raise
except Exception as e:
self.logger.warn('Offer order failed: %s at %s' %
(qty, prc))
def get_bbo(self, contract): # Get best b/o excluding own orders
vwap = {}
ohlcv2 = {}
fut2 = contract
if contract is 'XBTUSD':
fut2 = 'BTC/USD'
if contract is 'ETHUSD':
fut2 = 'ETH/USD'
now = datetime.now()
format_iso_now = now.isoformat()
then = now - timedelta(minutes=100)
format_later_iso = then.isoformat()
thetime = then.strftime('%Y-%m-%dT%H:%M:%S')
ohlcv = self.client.fetchOHLCV(fut2, '1m',
self.client.parse8601(thetime))
ohlcv2 = []
for o in ohlcv:
ohlcv2.append([o[1], o[2], o[3], o[4], o[5]])
df = pd.DataFrame(ohlcv2,
columns=['open', 'high', 'low', 'close', 'volume'])
best_bids = []
best_asks = []
if 1 in self.directional:
#print(df)
try:
self.dsrsi = TA.STOCHRSI(df).iloc[-1] * 100
except:
self.dsrsi = 50
#print(self.dsrsi)
# Get orderbook
if 2 in self.volatility or 3 in self.price or 4 in self.quantity_switch:
self.bands[fut2] = TA.BBANDS(df).iloc[-1]
self.bbw[fut2] = (TA.BBWIDTH(df).iloc[-1])
print(
float(self.bands[fut2]['BB_UPPER'] -
self.bands[fut2]['BB_LOWER']))
if (float(self.bands[fut2]['BB_UPPER'] -
self.bands[fut2]['BB_LOWER'])) > 0:
deltab = (self.get_spot() - self.bands[fut2]['BB_LOWER']) / (
self.bands[fut2]['BB_UPPER'] -
self.bands[fut2]['BB_LOWER'])
if deltab > 50:
self.diffdeltab[fut2] = (deltab - 50) / 100 + 1
if deltab < 50:
self.diffdeltab[fut2] = (50 - deltab) / 100 + 1
else:
self.diffdeltab[fut2] = 25 / 100 + 1
if 3 in self.volatility:
self.atr[fut2] = TA.ATR(df).iloc[-1]
if 0 in self.price:
# Get orderbook
if contract == 'BTC/USD':
ob = self.ws['XBTUSD'].market_depth()
else:
ob = self.ws[contract].market_depth()
#ob = self.client.fetchOrderBook( contract )
#print(ob)
bids = []
asks = []
for o in ob:
if o['side'] == 'Sell':
bids.append([o['price'], o['size']])
else:
asks.append([o['price'], o['size']])
if contract == 'BTC/USD':
ords = self.ws['XBTUSD'].open_orders('')
else:
ords = self.ws[contract].open_orders('')
#print(ords)
bid_ords = [o for o in ords if o['side'] == 'Buy']
ask_ords = [o for o in ords if o['side'] == 'Sell']
best_bid = None
best_ask = None
err = 10**-(self.get_precision(contract) + 1)
best_bid = 9999999999999999999
for a in bids:
if a[0] < best_bid:
best_bid = a[0]
best_ask = 0
for a in asks:
if a[0] > best_ask:
best_ask = a[0]
print({'bid': best_bid, 'ask': best_ask})
best_asks.append(best_ask)
best_bids.append(best_bid)
if 1 in self.price:
dvwap = TA.VWAP(df)
#print(dvwap)
tsz = self.get_ticksize(contract)
try:
bid = ticksize_floor(dvwap.iloc[-1], tsz)
ask = ticksize_ceil(dvwap.iloc[-1], tsz)
except:
bid = ticksize_floor(self.get_spot(), tsz)
ask = ticksize_ceil(self.get_spot(), tsz)
print({'bid': bid, 'ask': ask})
best_asks.append(best_ask)
best_bids.append(best_bid)
if 2 in self.quantity_switch:
dppo = TA.PPO(df)
self.buysellsignal[fut2] = 1
try:
if (dppo.iloc[-1].PPO > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
if (dppo.iloc[-1].HISTO > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
if (dppo.iloc[-1].SIGNAL > 0):
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 + PRICE_MOD)
else:
self.buysellsignal[fut2] = self.buysellsignal[fut2] * (
1 - PRICE_MOD)
except:
self.buysellsignal[fut2] = 1
#print({ 'bid': best_bid, 'ask': best_ask })
return {
'bid': self.cal_average(best_bids),
'ask': self.cal_average(best_asks)
}