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balancer.py
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balancer.py
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"""
The portfolio rebalancing bot will buy and sell to maintain a
constant asset allocation ratio of exactly 50/50
"""
import glob
import math
import time
import strategy
import simplejson as json
# Load balancer.conf
conf = {}
try:
conf = json.load(open("balancer.conf"))
except:
print "File balancer.conf not found, saving default config file."
# Set defaults
conf.setdefault('simulate', True)
conf.setdefault('distance', 5)
conf.setdefault('distance_sell', 5)
conf.setdefault('quote_cold', 0)
conf.setdefault('base_cold', 0)
conf.setdefault('quote_limit', 0)
conf.setdefault('base_limit', 0)
conf.setdefault('marker', 9)
conf.setdefault('compensate_fees', True)
conf.setdefault('correction_margin', 1)
conf.setdefault('simulate_quote', 15)
conf.setdefault('simulate_base', 5000)
conf.setdefault('simulate_fee', 0.05)
with open('balancer.conf', 'w') as configfile:
json.dump(conf, configfile, indent=2)
# Compensate fees
COMPENSATE_FEES = bool(conf['compensate_fees'])
DISTANCE = float(conf['distance']) # percent price distance of next rebalancing orders
DISTANCE_SELL = float(conf['distance_sell']) # percent price distance of next rebalancing orders
QUOTE_COLD = float(conf['quote_cold']) # Amount of Quote stored at home but included in calculations
BASE_COLD = float(conf['base_cold']) # Amount of Coin stored at home but included in calculations
QUOTE_LIMIT = float(conf['quote_limit']) # Minimum amount to keep
BASE_LIMIT = float(conf['base_limit']) # Minimum amount to keep
SIMULATE_QUOTE = float(conf['simulate_quote']) # Quote balance to simulate
SIMULATE_BASE = float(conf['simulate_base']) # Base balance to simulate
SIMULATE_FEE = float(conf['simulate_fee']) # Fee to simulate
MARKER = int(conf['marker']) # lowest digit of price to identify bot's own orders
BASE = 1E8 # number of satoshi per coin, this is a constant.
ALERT = False
try:
from pygame import mixer
mixer.init()
buy_alert = mixer.Sound('./sounds/bought.wav')
sell_alert = mixer.Sound('./sounds/sold.wav')
ALERT = True
except:
pass
# FIXME Replace those with a registry of our own orders
def add_marker(price, marker):
"""encode a marker in the price value to find bot's own orders"""
return ((math.floor(price * 1e5) / 1e5) * 1e6 + marker) / 1e6
def has_marker(price, marker):
"""return true if the price value has the marker"""
return ((price * 1e6) % 10) == marker
def mark_own(price):
"""return the price with our own marker embedded"""
return add_marker(price, MARKER)
def is_own(price):
"""return true if this price has our own marker"""
return has_marker(price, MARKER)
class Strategy(strategy.Strategy):
"""a portfolio rebalancing bot"""
def __init__(self, instance):
strategy.Strategy.__init__(self, instance)
self._waiting = False
self.bid = 0
self.ask = 0
self.simulate = bool(conf['simulate'])
self.simulate_or_live = 'SIMULATION - ' if self.simulate else 'LIVE - '
self.base = self.instance.curr_base
self.quote = self.instance.curr_quote
self.wallet = False
self.step_factor = 1 + DISTANCE / 100.0
self.step_factor_sell = 1 + DISTANCE_SELL / 100.0
self.temp_halt = False
self.name = "%s.%s" % (__name__, self.__class__.__name__)
self.debug("[s]%s%s loaded" % (self.simulate_or_live, self.name))
self.help()
# Simulation wallet
if (self.simulate and not self.instance.wallet) or (self.simulate and self.wallet):
self.init_simulation_wallet()
def __del__(self):
try:
if self.simulate and self.wallet:
self.instance.wallet = {}
self.debug("[s]%s unloaded" % self.name)
except Exception, e:
self.debug("[s]%s exception: %s" % (self.name, e))
def write_log(self, txt):
"""write line to a separate logfile"""
with open("balancer.log" if not self.simulate else "simulation.log", "a") as logfile:
logfile.write(txt + "\n")
def init_simulation_wallet(self):
self.wallet = True
self.simulated = {'next_sell': 0, 'sell_amount': 0, 'next_buy': 0, 'buy_amount': 0}
self.instance.wallet = {}
self.instance.wallet[self.quote] = SIMULATE_QUOTE
self.instance.wallet[self.base] = SIMULATE_BASE
self.instance.trade_fee = SIMULATE_FEE
def slot_keypress(self, api, (key)):
"""a key has been pressed"""
if key == ord("h"):
self.help()
if key == ord("s"):
if self.simulate:
self.simulate = False
else:
self.simulate = True
self.init_simulation_wallet()
self.simulate_or_live = 'SIMULATION - ' if self.simulate else 'LIVE - '
self.debug("[s]%s" % self.simulate_or_live)
if key == ord("c"):
# cancel existing rebalancing orders and suspend trading
self.debug("[s]%scanceling all rebalancing orders" % self.simulate_or_live)
self.temp_halt = True
self.cancel_orders()
if key == ord("p"):
# create the initial two rebalancing orders and start trading.
# Before you do this the portfolio should already be balanced.
# use "i" to show current status and "b" to rebalance with a
# market order at current price.
self.debug("[s]%sadding new initial rebalancing orders" % self.simulate_or_live)
self.temp_halt = False
self.cancel_orders()
self.place_orders()
if key == ord("u"):
# update the own order list and wallet by forcing what
# normally happens only after reconnect
api.client.request_info()
api.client.request_orders()
if key == ord("i"):
# print some information into the log file about
# current status (how much currently out of balance)
price = (api.orderbook.bid + api.orderbook.ask) / 2
vol_buy = self.get_buy_at_price(price)
price_balanced = self.get_price_where_it_was_balanced()
if not price_balanced:
return
self.debug("[s]center is %.8f" % price_balanced)
price_sell = self.get_next_sell_price(price_balanced, self.step_factor_sell)
price_buy = self.get_next_buy_price(price_balanced, self.step_factor)
sell_amount = -self.get_buy_at_price(price_sell)
buy_amount = self.get_buy_at_price(price_buy)
self.debug("[s]%s difference at current price:" % self.base, vol_buy)
self.debug("[s]Next two orders would be at:")
self.debug("[s] ask: %.4f %s @ %.6f = %.6f %s" % (
sell_amount,
api.curr_base,
price_sell,
price_sell * sell_amount,
api.curr_quote))
self.debug("[s] bid: %.4f %s @ %.6f = %.6f %s" % (
buy_amount,
api.curr_base,
price_buy,
price_buy * buy_amount,
api.curr_quote))
self.debug("[s]Monthly volume: %g %s / trade fee: %g%%" % (api.monthly_volume, api.currency, api.trade_fee))
if key == ord('o'):
self.debug("[s] %i own orders in orderbook" % len(self.instance.orderbook.owns))
if self.instance.orderbook.owns:
for order in self.instance.orderbook.owns:
volume = order.volume - (order.volume * api.trade_fee / 100)
total = order.volume * order.price
total = total - (total * api.trade_fee / 100)
if order.typ == 'bid':
bid_volume = volume
bid_total = total
if order.typ == 'ask':
ask_volume = volume
ask_total = total
self.debug("[s] %s: %s: %s @ %s %s order id: %s" % (
order.status,
order.typ,
order.volume,
order.price,
order.price * order.volume,
order.oid))
base_profit = (bid_volume - ask_volume) / 2
quote_profit = (ask_total - bid_total) / 2
self.debug("[s] Profit would be: %.8f %s / %.8f %s" % (
base_profit,
api.curr_base,
quote_profit,
api.curr_quote))
if self.simulate and self.wallet and self.simulated['next_sell'] and self.simulated['next_buy']:
sell_total = self.simulated['next_sell'] * self.simulated['sell_amount']
buy_total = self.simulated['next_buy'] * self.simulated['buy_amount']
self.debug("[s]SIMULATION orders:")
self.debug("[s] %s: %s @ %s %s" % (
'ask',
self.simulated['sell_amount'],
self.simulated['next_sell'],
sell_total))
self.debug("[s] %s: %s @ %s %s" % (
'bid',
self.simulated['buy_amount'],
self.simulated['next_buy'],
buy_total))
base_profit = (self.simulated['buy_amount'] - self.simulated['sell_amount']) / 2
quote_profit = (sell_total - buy_total) / 2
self.debug("[s] Profit would be: %.8f %s / %.8f %s" % (
base_profit,
api.curr_base,
quote_profit,
api.curr_quote))
if key == ord("r"):
# manually rebalance with market order at current price
price = (api.orderbook.bid + api.orderbook.ask) / 2
vol_buy = self.get_buy_at_price(price)
self.temp_halt = True
self.cancel_orders()
if vol_buy > 0:
price = api.orderbook.ask
vol_buy = self.get_buy_at_price(price)
self.debug("[s]%sbuying %.8f at market price of %.6f" % (
self.simulate_or_live,
vol_buy,
price))
if not self.simulate:
api.buy(0, vol_buy)
else:
price = api.orderbook.bid
vol_buy = self.get_buy_at_price(price)
self.debug("[s]%sselling %.8f at market price of %.6f" % (
self.simulate_or_live,
-vol_buy,
price))
if not self.simulate:
api.sell(0, -vol_buy)
if key == ord("f"):
self.instance.client.force_reconnect()
def help(self):
self.debug("[s]Press 'h' to see this help")
self.debug("[s]Press 'i' for information")
self.debug("[s]Press 'o' to see order book")
self.debug("[s]WARNING Rebalancing will buy or sell up to half your %s or %s balance" % (self.quote, self.base))
self.debug("[s]Press 'r' to rebalance with market order at current price (recommended before rebalancing)")
self.debug("[s]Press 'p' to add initial rebalancing orders and start trading")
self.debug("[s]Press 'c' to cancel all rebalancing orders and suspend trading")
self.debug("[s]Press 'u' to update account information, order list and wallet")
self.debug("[s]Press 's' to switch between Live and Simulation modes")
def cancel_orders(self):
"""cancel all rebalancing orders, we identify
them through the marker in the price value"""
must_cancel = []
for order in self.instance.orderbook.owns:
# self.debug("[s]is_own: %.6f, oid: %s, price: %.6f" % ((order.price * 1e6) % 10, order.oid, order.price))
# if is_own(order.price):
must_cancel.append(order)
for order in must_cancel:
if not self.simulate:
self.instance.cancel(order.oid)
def get_price_where_it_was_balanced(self):
"""get the price at which it was perfectly balanced, given the current
Base and Quote account balances. Immediately after a rebalancing order was
filled this should be pretty much excactly the price where the order was
filled (because by definition it should be quite exactly balanced then),
so even after missing the trade message due to disconnect it should be
possible to place the next 2 orders precisely around the new center"""
api = self.instance
if (api.wallet) and self.bid and self.ask:
quote_have = api.wallet[api.curr_quote] + QUOTE_COLD
base_have = api.wallet[api.curr_base] + BASE_COLD
if quote_have == 0 and base_have and self.ask:
return ((api.wallet[api.curr_base] / 2) * self.ask) / 2
elif base_have == 0 and quote_have and self.bid:
return ((api.wallet[api.curr_quote] / 2) / self.bid) / 2
else:
self.debug('[s]Waiting for price...')
return False
return quote_have / base_have
def get_buy_at_price(self, price):
"""calculate amount of BASE needed to buy at price to achieve rebalancing.
Negative return value means we need to sell. price and return value is a
float"""
if price:
quote_have = self.instance.wallet[self.quote] + QUOTE_COLD
base_value_then = self.get_base_value(price)
diff = quote_have - base_value_then
diff_base = diff / price
must_buy = diff_base / 2
return must_buy
return 0
def get_base_value(self, price):
"""get total base value in quote at current price"""
base_have = self.instance.wallet[self.base] + BASE_COLD
base_value = base_have * price
return base_value
def place_orders(self):
"""place two new rebalancing orders above and below center price"""
center = self.get_price_where_it_was_balanced()
if center:
self.debug("[s][%s] center is %.8f" % (time.strftime("%H:%M:%S"), center))
else:
return
next_sell = self.get_next_sell_price(center, self.step_factor_sell)
next_buy = self.get_next_buy_price(center, self.step_factor)
status_prefix = self.simulate_or_live
correction_margin = float(conf['correction_margin'])
# Protect against selling below current ask price
# self.debug("ask: %s, next_sell: %s" % (self.ask, next_sell))
if self.ask != 0 and next_sell < self.ask:
bad_next_sell = next_sell
# step = int(center * self.distance / 100.0)
# Apply target margin to corrected sell price
if correction_margin:
# next_sell = mark_own(math.ceil(self.ask * (1 + correction_margin / 100) * 1e8) / 1e8)
next_sell = self.ask * (1 + correction_margin / 100)
else:
# next_sell = mark_own(self.ask)
next_sell = self.ask
self.debug("[s]corrected next sell at %.8f instead of %.8f, ask price at %.8f" %
(next_sell, bad_next_sell, self.ask))
elif self.ask == 0:
status_prefix = 'Waiting for price, skipping ' + self.simulate_or_live
# Protect against buying above current bid price
if self.bid != 0 and next_buy > self.bid:
bad_next_buy = next_buy
# step = int(center * self.distance / 100.0)
# Apply target margin to corrected buy price
if correction_margin:
# next_buy = mark_own(math.ceil(self.bid * 2 - (self.bid * (1 + correction_margin / 100)) * 1e8) / 1e8)
next_buy = self.bid * 2 - (self.bid * (1 + correction_margin / 100))
else:
# next_buy = mark_own(self.bid)
next_buy = self.bid
self.debug("[s]corrected next buy at %.8f instead of %.8f, bid price at %.8f" % (next_buy, bad_next_buy, self.bid))
elif self.bid == 0:
status_prefix = 'Waiting for price, skipping ' + self.simulate_or_live
sell_amount = -self.get_buy_at_price(next_sell)
buy_amount = self.get_buy_at_price(next_buy)
if sell_amount < 0.1:
sell_amount = 0.1
self.debug("[s]WARNING! minimal sell amount adjusted to 0.1")
if buy_amount < 0.1:
buy_amount = 0.1
self.debug("[s]WARNING! minimal buy amount adjusted to 0.1")
self.debug("[s]%snew buy order %.8f at %.8f for %.8f %s" % (
status_prefix,
buy_amount,
next_buy,
next_buy * buy_amount,
self.quote
))
if not self.simulate and self.ask != 0:
self.instance.buy(next_buy, buy_amount)
elif self.simulate and self.wallet and self.ask != 0:
self.simulated.update({"next_buy": next_buy, "buy_amount": buy_amount})
self.debug("[s]%snew sell order %.8f at %.8f for %.8f %s" % (
status_prefix,
sell_amount,
next_sell,
next_sell * sell_amount,
self.quote
))
if not self.simulate and self.bid != 0:
self.instance.sell(next_sell, sell_amount)
elif self.simulate and self.wallet and self.bid != 0:
self.simulated.update({"next_sell": next_sell, "sell_amount": sell_amount})
def slot_tick(self, api, (bid, ask)):
# Set last bid/ask price
# self.debug("TICK %s - %s, %s" % (bid, ask, api))
self.bid = bid
self.ask = ask
# Simulation wallet
if self.simulate and self.wallet:
if ask >= self.simulated['next_sell']:
self.instance.wallet[self.quote] += self.simulated['sell_amount'] * self.simulated['next_sell']
self.instance.wallet[self.base] -= self.simulated['sell_amount']
# Trigger slot_trade for simulation.log
self.slot_trade(self.instance, (time, self.simulated['next_sell'], self.simulated['sell_amount'], 'bid', True))
self.place_orders()
if bid <= self.simulated['next_buy']:
self.instance.wallet[self.base] += self.simulated['buy_amount'] - (self.simulated['buy_amount'] * self.instance.trade_fee / 100)
self.instance.wallet[self.quote] -= self.simulated['buy_amount'] * self.simulated['next_buy']
# Trigger slot_trade for simulation.log
self.slot_trade(self.instance, (time, self.simulated['next_buy'], self.simulated['buy_amount'], 'ask', True))
self.place_orders()
def slot_trade(self, api, (date, price, volume, typ, own)):
"""a trade message has been received"""
self.debug("[s]slot_trade triggered")
# not interested in other people's trades
if not own:
return
# not interested in manually entered (not bot) trades
# if not is_own(price):
# return
text = {"bid": "sold", "ask": "bought"}[typ]
if price and volume:
self.debug("[s]*** %s%s %.8f at %.8f" % (
self.simulate_or_live,
text,
volume,
price
))
# write some account information to a separate log file
if len(api.wallet):
total_base = 0
total_quote = 0
for c, own_currency in enumerate(api.wallet):
if own_currency == api.curr_base and api.orderbook.ask:
total_base += api.wallet[own_currency]
total_quote += api.wallet[own_currency] * api.orderbook.bid
elif own_currency == api.curr_quote and api.orderbook.bid:
total_quote += api.wallet[own_currency]
total_base += api.wallet[own_currency] / api.orderbook.ask
total_quote = total_quote
quote_ratio = (total_quote / api.orderbook.bid) / total_base
base_ratio = (total_base / api.orderbook.ask) * 100
datetime = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
self.write_log('"%s", "%s", %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f, %.8f' % (
datetime,
text,
volume,
price,
api.trade_fee,
self.get_price_where_it_was_balanced(),
api.wallet[api.curr_quote],
total_quote,
QUOTE_COLD,
quote_ratio,
api.wallet[api.curr_base],
total_base,
BASE_COLD,
base_ratio
))
self.check_trades()
def slot_owns_changed(self, orderbook, _dummy):
"""status or amount of own open orders has changed"""
# self.debug("[s]slot_owns_changed triggered")
# Fix leftover satoshi
for order in orderbook.owns:
if order.volume == 0.00000001:
self.debug("[s]Satoshi! %s: %s: %s @ %s order id: %s" % (order.status, order.typ, order.volume, order.price, order.oid))
self.instance.cancel(order.oid)
self.check_trades()
def check_trades(self):
"""find out if we need to place new orders and do it if neccesary"""
# bot temporarily disabled
if self.temp_halt:
return
# right after initial connection we have no
# wallet yet, we cannot trade anyways without that,
# must wait until private/info is received.
if self.instance.wallet == {}:
return
# still waiting for submitted orders,
# can wait for next signal
if self.instance.count_submitted:
return
# we count the open and pending orders
count = 0
count_pending = 0
for order in self.instance.orderbook.owns:
# if is_own(order.price):
if order.status == "open":
count += 1
else:
count_pending += 1
# as long as there are ANY pending orders around we
# just do nothing and wait for the next signal
if count_pending:
return
# if count is exacty 1 then one of the orders must have been filled,
# now we cancel the other one and place two fresh orders in the
# distance of DISTANCE around center price.
if count == 1:
# wait for polled balances
if not self.instance.client._wait_for_next_info and not self._waiting:
self.instance.client._wait_for_next_info = True
self._waiting = True
if self.instance.client._wait_for_next_info:
self.debug("[s]Waiting for balances...")
return
# Check minimum limits
if self.instance.wallet[self.quote] <= QUOTE_LIMIT:
self.debug("[s]%s %s is below minimum of %s, aborting..." % (
self.instance.wallet[self.quote],
self.quote,
QUOTE_LIMIT))
self.cancel_orders()
return
if self.instance.wallet[self.base] <= BASE_LIMIT:
self.debug("[s]%s %s is below minimum of %s, aborting..." % (
self.instance.wallet[self.base],
self.base,
BASE_LIMIT))
self.cancel_orders()
return
self._waiting = False
self.debug("[s]Got balances...")
if ALERT:
try:
if self.instance.orderbook.owns[0].typ == 'bid':
sell_alert.play()
else:
buy_alert.play()
except:
pass
self.cancel_orders()
self.place_orders()
def price_with_fees(self, price):
# Get our volume at price
volume_at_price = self.get_buy_at_price(price)
if volume_at_price > 0:
bid_or_ask = 'bid'
price_with_fees = price / ((1 - self.instance.trade_fee / 100) * (1 - self.instance.trade_fee / 100))
price_with_fees = price - (price_with_fees - price)
else:
bid_or_ask = 'ask'
volume_at_price = -volume_at_price
price_with_fees = price / ((1 - self.instance.trade_fee / 100) * (1 - self.instance.trade_fee / 100))
# Calculate fees
fees_at_price = volume_at_price * self.instance.trade_fee / 100
self.debug("[s]next %s: %.8f %s @ %.8f %s - fees: %.8f %s - new: %.8f %s" % (
bid_or_ask,
volume_at_price,
self.base,
price,
self.quote,
fees_at_price,
self.base,
price_with_fees,
self.quote))
# Return the price with fees
return math.ceil(price_with_fees * 1e8) / 1e8
def get_next_buy_price(self, center, step_factor):
"""get the next buy price. If there is a forced price level
then it will return that, otherwise return center - step"""
price = self.get_forced_price(center, False)
if not price:
price = math.ceil((center / step_factor) * 1e8) / 1e8
if not center:
self.debug("[s]Waiting for price...")
elif COMPENSATE_FEES:
# Decrease our next buy price
price = self.price_with_fees(price)
# return mark_own(price)
return price
def get_next_sell_price(self, center, step_factor):
"""get the next sell price. If there is a forced price level
then it will return that, otherwise return center + step"""
price = self.get_forced_price(center, True)
if not price:
price = math.ceil((center * step_factor) * 1e8) / 1e8
# Compensate the fees on sell price
if not center:
self.debug("[s]Waiting for price...")
elif COMPENSATE_FEES:
# Increase our next sell price
price = self.price_with_fees(price)
# return mark_own(price)
return price
def get_forced_price(self, center, need_ask):
"""get externally forced price level for order"""
prices = []
found = glob.glob("_balancer_force_*")
if len(found):
for name in found:
try:
price = float(name.split("_")[3])
prices.append(price)
except:
pass
prices.sort()
if need_ask:
for price in prices:
if price > center * self.step_factor_sell:
# return mark_own(price)
return price
else:
for price in reversed(prices):
if price < center / self.step_factor:
# return mark_own(price)
return price
return None