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bitmex_websocket.py
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bitmex_websocket.py
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import sys
import websocket
import threading
import traceback
from time import sleep
import json
import string
import logging
from urllib.parse import urlparse,urlunparse
import math
from util.actual_kwargs import actual_kwargs
from util.api_key import generate_nonce, generate_signature
# Naive implementation of connecting to BitMEX websocket for streaming realtime data.
# The Marketmaker still interacts with this as if it were a REST Endpoint, but now it can get
# much more realtime data without polling the hell out of the API.
#
# The Websocket offers a bunch of data as raw properties right on the object.
# On connect, it synchronously asks for a push of all this data then returns.
# Right after, the MM can start using its data. It will be updated in realtime, so the MM can
# poll really often if it wants.
class BitMEXWebsocket():
# Don't grow a table larger than this amount. Helps cap memory usage.
MAX_TABLE_LEN = 2000
# We use the actual_kwargs decorator to get all kwargs sent to this method so we can easily pass
# it to a validator function.
@actual_kwargs()
def __init__(self, observer, endpoint=None, symbol=None, api_key=None, api_secret=None):
'''Connect to the websocket and initialize data stores.'''
self.obs = observer
self.logger = logging.getLogger(__name__)
self.logger.debug("Initializing WebSocket.")
self.__validate(self.__init__.actual_kwargs)
self.__reset(self.__init__.actual_kwargs)
# We can subscribe right in the connection querystring, so let's build that.
# Subscribe to all pertinent endpoints
wsURL = self.__get_url()
self.logger.info("Connecting to %s" % wsURL)
self.__connect(wsURL, symbol)
self.logger.info('Connected to WS.')
# Connected. Wait for partials
self.__wait_for_symbol(symbol)
if api_key:
self.__wait_for_account()
self.logger.info('Got all market data. Starting.')
def exit(self):
'''Call this to exit - will close websocket.'''
self.exited = True
self.ws.close()
def get_instrument(self):
'''Get the raw instrument data for this symbol.'''
# Turn the 'tickSize' into 'tickLog' for use in rounding
instrument = self.data['instrument'][0]
instrument['tickLog'] = int(math.fabs(math.log10(instrument['tickSize'])))
return instrument
def get_ticker(self):
'''Return a ticker object. Generated from quote and trade.'''
lastQuote = self.data['quote'][-1]
lastTrade = self.data['trade'][-1]
ticker = {
"last": lastTrade['price'],
"buy": lastQuote['bidPrice'],
"sell": lastQuote['askPrice'],
"mid": (float(lastQuote['bidPrice'] or 0) + float(lastQuote['askPrice'] or 0)) / 2
}
# The instrument has a tickSize. Use it to round values.
instrument = self.data['instrument'][0]
return {k: round(float(v or 0), instrument['tickLog']) for k, v in ticker.items()}
def funds(self):
'''Get your margin details.'''
return self.data['margin'][0]
def market_depth(self):
'''Get market depth (orderbook). Returns all levels.'''
return self.data['orderBookL2']
def open_orders(self, clOrdIDPrefix):
'''Get all your open orders.'''
orders = self.data['order']
# Filter to only open orders (leavesQty > 0) and those that we actually placed
return [o for o in orders if str(o['clOrdID']).startswith(clOrdIDPrefix) and o['leavesQty'] > 0]
def recent_trades(self):
'''Get recent trades.'''
return self.data['trade']
#
# End Public Methods
#
def __connect(self, wsURL, symbol):
'''Connect to the websocket in a thread.'''
self.logger.debug("Starting thread")
self.ws = websocket.WebSocketApp(wsURL,
on_message=self.__on_message,
on_close=self.__on_close,
on_open=self.__on_open,
on_error=self.__on_error,
header=self.__get_auth())
self.wst = threading.Thread(target=lambda: self.ws.run_forever())
self.wst.daemon = True
self.wst.start()
self.logger.debug("Started thread")
# Wait for connect before continuing
conn_timeout = 5
while not self.ws.sock or not self.ws.sock.connected and conn_timeout:
sleep(1)
conn_timeout -= 1
if not conn_timeout:
self.logger.error("Couldn't connect to WS! Exiting.")
self.exit()
sys.exit(1)
def __get_auth(self):
'''Return auth headers. Will use API Keys if present in settings.'''
if self.config['api_key']:
self.logger.info("Authenticating with API Key.")
# To auth to the WS using an API key, we generate a signature of a nonce and
# the WS API endpoint.
nonce = generate_nonce()
return [
"api-nonce: " + str(nonce),
"api-signature: " + generate_signature(self.config['api_secret'], 'GET', '/realtime', nonce, ''),
"api-key:" + self.config['api_key']
]
else:
self.logger.info("Not authenticating.")
return []
def __get_url(self):
'''
Generate a connection URL. We can define subscriptions right in the querystring.
Most subscription topics are scoped by the symbol we're listening to.
'''
# You can sub to orderBookL2 for all levels, or orderBook10 for top 10 levels & save bandwidth
symbolSubs = ["trade","quoteBin1m"]
genericSubs = ["margin"]
subscriptions = [sub + ':' + self.config['symbol'] for sub in symbolSubs]
subscriptions += genericSubs
urlParts = list(urlparse(self.config['endpoint']))
urlParts[0] = urlParts[0].replace('http', 'ws')
urlParts[2] = "/realtime?subscribe=" + ",".join(subscriptions)
return urlunparse(urlParts)
def __wait_for_account(self):
'''On subscribe, this data will come down. Wait for it.'''
# Wait for the keys to show up from the ws
while not {'margin', 'position', 'order', 'orderBookL2'} <= set(self.data):
sleep(0.1)
def __wait_for_symbol(self, symbol):
'''On subscribe, this data will come down. Wait for it.'''
while not {'instrument', 'trade', 'quote'} <= set(self.data):
sleep(0.1)
def __send_command(self, command, args=[]):
'''Send a raw command.'''
self.ws.send(json.dumps({"op": command, "args": args}))
def __on_message(self, ws, message):
'''Handler for parsing WS messages.'''
message = json.loads(message)
self.logger.debug(json.dumps(message))
table = message['table'] if 'table' in message else None
action = message['action'] if 'action' in message else None
try:
if 'subscribe' in message:
self.logger.debug("Subscribed to %s." % message['subscribe'])
elif action:
if table not in self.data:
self.data[table] = []
# There are four possible actions from the WS:
# 'partial' - full table image
# 'insert' - new row
# 'update' - update row
# 'delete' - delete row
if action == 'partial':
self.logger.debug("%s: partial" % table)
self.data[table] += message['data']
# Keys are communicated on partials to let you know how to uniquely identify
# an item. We use it for updates.
self.keys[table] = message['keys']
elif action == 'insert':
self.logger.debug('%s: inserting %s' % (table, message['data']))
self.data[table] += message['data']
if table == 'trade' :
for m in message["data"] :
self.obs.newTrade(m["timestamp"], m["price"], m["size"], m["side"])
#print(message["data"])
#x = [m["timestamp"] + " " + str(m["price"]) + " " + m["side"] + " " + str(m["size"]) for m in message["data"]]
#print('\n'.join(x))
# Limit the max length of the table to avoid excessive memory usage.
# Don't trim orders because we'll lose valuable state if we do.
if len(self.data[table]) > BitMEXWebsocket.MAX_TABLE_LEN:
self.data[table] = self.data[table][int(BitMEXWebsocket.MAX_TABLE_LEN / 2):]
elif action == 'update':
self.logger.debug('%s: updating %s' % (table, message['data']))
# Locate the item in the collection and update it.
for updateData in message['data']:
item = findItemByKeys(self.keys[table], self.data[table], updateData)
if not item:
return # No item found to update. Could happen before push
item.update(updateData)
# Remove cancelled / filled orders
if table == 'order' and item['leavesQty'] <= 0:
self.data[table].remove(item)
elif action == 'delete':
self.logger.debug('%s: deleting %s' % (table, message['data']))
# Locate the item in the collection and remove it.
for deleteData in message['data']:
item = findItemByKeys(self.keys[table], self.data[table], deleteData)
if item is not None:
self.data[table].remove(item)
else:
raise Exception("Unknown action: %s" % action)
except:
self.logger.error(traceback.format_exc())
def __on_error(self, ws, error):
'''Called on fatal websocket errors. We exit on these.'''
if not self.exited:
self.logger.error("Error : %s" % error)
def __on_open(self, ws):
'''Called when the WS opens.'''
self.logger.debug("Websocket Opened.")
def __on_close(self, ws):
'''Called on websocket close.'''
self.logger.info('Websocket Closed')
def __validate(self, kwargs):
'''Simple method that ensure the user sent the right args to the method.'''
if 'symbol' not in kwargs:
self.logger.error("A symbol must be provided to BitMEXWebsocket()")
sys.exit(1)
if 'endpoint' not in kwargs:
self.logger.error("An endpoint (BitMEX URL) must be provided to BitMEXWebsocket()")
sys.exit(1)
if 'api_key' not in kwargs:
self.logger.error("No authentication provided! Unable to connect.")
sys.exit(1)
def __reset(self, kwargs):
'''Resets internal datastores.'''
self.data = {}
self.keys = {}
self.config = kwargs
self.exited = False
# Utility method for finding an item in the store.
# When an update comes through on the websocket, we need to figure out which item in the array it is
# in order to match that item.
#
# Helpfully, on a data push (or on an HTTP hit to /api/v1/schema), we have a "keys" array. These are the
# fields we can use to uniquely identify an item. Sometimes there is more than one, so we iterate through all
# provided keys.
def findItemByKeys(keys, table, matchData):
for item in table:
matched = True
for key in keys:
if item[key] != matchData[key]:
matched = False
if matched:
return item